fix
This commit is contained in:
livindra
parent
f6d70b44ed
commit
86ad586cab
22
app.py
22
app.py
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@ -426,24 +426,6 @@ def predict():
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# Preprocess and extract
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img_rgb, gray_processed = preprocess_pipeline(filepath)
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_, img_resized, _ = preprocess_image(filepath)
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resized_filename = filename
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resized_filepath = os.path.join(UPLOAD_RESIZE_FOLDER, resized_filename)
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threshold_filename = filename
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threshold_filepath = os.path.join(UPLOAD_THRESHOLD_FOLDER, threshold_filename)
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try:
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cv2.imwrite(resized_filepath, img_resized)
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print(f"[PREDICT] ✓ Resized image saved: {resized_filepath}")
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except Exception as save_err:
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print(f"[PREDICT] ⚠️ Gagal menyimpan resized image: {save_err}")
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resized_filepath = None
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try:
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cv2.imwrite(threshold_filepath, gray_processed)
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print(f"[PREDICT] ✓ Threshold image saved: {threshold_filepath}")
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except Exception as save_err:
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print(f"[PREDICT] ⚠️ Gagal menyimpan threshold image: {save_err}")
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threshold_filepath = None
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features = extractor.extract_all_features(img_rgb, gray_processed)
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features_scaled = scaler.transform([features])
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@ -536,10 +518,6 @@ def predict():
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'confidence': confidence,
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'features_table': features_table,
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'filepath': filepath,
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'resized_filename': resized_filename if resized_filepath else None,
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'resized_filepath': resized_filepath,
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'threshold_filename': threshold_filename if threshold_filepath else None,
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'threshold_filepath': threshold_filepath,
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'source': 'image_processing',
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'db_id': existing_db_id
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}
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@ -39,43 +39,43 @@ augmented_healthyf_84.jpg,normal,0,93.16162109375,92.97247314453125,91.071533203
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augmented_healthyf_86.jpg,normal,0,62.163818359375,60.66607666015625,57.3408203125,2870.882639685264,0.5185176013271808,0.7133148961490897,0.47937535084417293
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augmented_healthyf_92.jpg,normal,0,45.1497802734375,43.7578125,40.3544921875,3015.8092065221003,0.6623400179186877,0.724297305564558,0.6358015136255415
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augmented_healthyf_93.jpg,normal,0,25.890625,26.14093017578125,23.95086669921875,2002.1333583580838,0.8700844044728399,0.7985232348831732,0.8552726700380625
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FMD (1).jpg,defective,1,38.690185546875,16.45782470703125,14.77349853515625,291.66202623095415,0.7123095662053994,0.8979624627304895,0.6815295377313992
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FMD (3).jpeg,defective,1,106.60760498046875,93.19256591796875,65.94183349609375,2278.4660730599276,0.41932394015894986,0.852247540315271,0.3797525853141366
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FMD (5).jpg,defective,1,120.1085205078125,104.6903076171875,90.0108642578125,3316.622931582351,0.33647957464387734,0.7545235163447345,0.2840248002649335
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FMD (72).jpg,defective,1,99.4488525390625,92.3975830078125,88.88067626953125,5603.977495388249,0.29979155013456427,0.5373907250942883,0.2705668107919706
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FMD (4).jpeg,defective,1,65.62982177734375,58.34466552734375,47.6505126953125,5416.189029906841,0.5704264016190329,0.6044126113884224,0.5592342384266215
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FMD (84).jpg,defective,1,103.8223876953125,99.53070068359375,96.32183837890625,5387.468397453059,0.5696093341029717,0.7655570806920996,0.45808610005967715
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air_liur_10.jpg,defective,1,87.28472900390625,84.7305908203125,79.62518310546875,3036.718925029756,0.5610263814624229,0.8391179054462489,0.5011602343352132
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air_liur_23.jpeg,defective,1,91.90185546875,85.8876953125,53.71875,2609.2647124699783,0.4067278389766526,0.7811459667053974,0.3789938409784332
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air_liur_6.jpeg,defective,1,44.93505859375,41.04962158203125,39.6650390625,2468.8703319646665,0.6269665047173137,0.6981358300603162,0.6092081022142354
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air_liur_7.jpg,defective,1,101.58721923828125,102.14398193359375,102.306640625,2313.70863707047,0.40284656963400006,0.8315280116932359,0.3316823369910831
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augmented_fmdf_11.jpg,defective,1,77.6806640625,81.402587890625,75.25274658203125,976.398019098376,0.39437907748753137,0.8764879839523015,0.314148764584939
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augmented_fmdf_125.jpg,defective,1,67.77740478515625,66.46478271484375,63.40594482421875,2041.4683790365104,0.5850102280409887,0.8587110421785983,0.5536179737849642
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augmented_fmdf_127.jpg,defective,1,98.8426513671875,99.37652587890625,99.64471435546875,1970.8229407354938,0.4308364720095697,0.8571913819672708,0.3527755636888887
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augmented_fmdf_129.jpg,defective,1,36.9068603515625,40.2080078125,44.554931640625,1050.5992145860666,0.6670166431697839,0.8521864168196762,0.6384071146839262
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augmented_fmdf_130.jpg,defective,1,69.97393798828125,60.13446044921875,52.72906494140625,1390.2269032620377,0.6247578741686463,0.9003570107166018,0.5925523228869326
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augmented_fmdf_133.jpg,defective,1,61.4647216796875,51.2874755859375,42.80535888671875,1242.9034024186565,0.5975480019702822,0.8639415668622833,0.5523930320471349
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augmented_fmdf_134.jpg,defective,1,92.9093017578125,88.0804443359375,85.18499755859375,3492.086815740093,0.43323643822097485,0.755516059197122,0.38509181649701185
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augmented_fmdf_14.jpg,defective,1,45.60186767578125,39.8291015625,34.2132568359375,2426.1150565855237,0.6467200544756693,0.7224982869871875,0.6333842620149596
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augmented_fmdf_149.jpg,defective,1,62.28515625,61.90606689453125,61.82904052734375,1124.1277923960145,0.6856981145288096,0.9338643090973971,0.6468785252366555
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FMD(13).jpg,defective,1,101.58721923828125,102.14398193359375,102.306640625,2313.70863707047,0.40284656963400006,0.8315280116932359,0.3316823369910831
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FMD(17).jpg,defective,1,38.131591796875,37.65289306640625,37.69403076171875,1264.7854354783933,0.7699123624744865,0.8878860031522215,0.7513469272971792
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FMD(22).jpg,defective,1,70.60284423828125,72.96636962890625,70.00506591796875,6531.134836004053,0.45216187454080914,0.5437774168304257,0.4416470971819389
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FMD(26).jpg,defective,1,57.73248291015625,56.26446533203125,55.33624267578125,6756.185625538634,0.5625558883074002,0.501225453742337,0.5430419941103458
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FMD(27).jpeg,defective,1,46.9739990234375,41.70880126953125,35.9525146484375,3611.6918657121946,0.6523138559029342,0.636689793370012,0.6432216274330268
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FMD(30).jpeg,defective,1,52.2724609375,52.36932373046875,55.31573486328125,2003.540238640252,0.6228428903994958,0.7923917997422169,0.5724275401293599
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FMD(9).jpg,defective,1,51.008056640625,50.6854248046875,50.68359375,1515.3065279383834,0.7291491285142851,0.9009386773859444,0.7043931983564943
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augmented_fmdf_1.jpg,defective,1,85.89434814453125,83.6572265625,79.0577392578125,2525.104704419354,0.5856247395748175,0.8692375984237944,0.5211491749744049
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augmented_fmdf_110.jpg,defective,1,71.922119140625,71.9603271484375,72.65496826171875,2084.6297713330796,0.4779279097515093,0.8131079203208936,0.43756432803472856
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augmented_fmdf_121.jpg,defective,1,50.7091064453125,50.89544677734375,54.06927490234375,1549.083116500977,0.6448868445242154,0.8329941754008825,0.5834555245250242
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augmented_fmdf_122.jpg,defective,1,67.736328125,63.19769287109375,63.45745849609375,896.7664349146662,0.60068847288424,0.9169978241562089,0.5112486507464528
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augmented_fmdf_137.jpg,defective,1,92.2081298828125,83.5755615234375,71.76580810546875,3325.8705930420274,0.42443023125893503,0.756682152630871,0.3806540647768267
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augmented_fmdf_15.jpg,defective,1,91.75396728515625,84.60076904296875,55.3076171875,1741.9205119169528,0.4053949658599545,0.8434974712625682,0.3706578730586953
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augmented_fmdf_152.jpg,defective,1,40.2183837890625,37.13311767578125,35.50677490234375,1943.2925237726524,0.6673424476727526,0.7391195899722894,0.6494312097024796
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augmented_fmdf_155.jpg,defective,1,41.58197021484375,45.3931884765625,50.74920654296875,1244.5073834367743,0.6061557713805047,0.8301026997979902,0.5707347981234813
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augmented_fmdf_157.jpg,defective,1,89.64581298828125,87.17352294921875,82.29217529296875,2574.9231575980066,0.55617770343609,0.8647067048748446,0.48707127393021327
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augmented_fmdf_16.jpg,defective,1,90.85614013671875,83.47882080078125,79.806396484375,883.9958733851757,0.4674397478839094,0.9184644491661081,0.3755042844716039
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augmented_fmdf_160.jpg,defective,1,105.96014404296875,99.46051025390625,95.9454345703125,2591.605549656933,0.331958374895098,0.7879668333875762,0.2803421146369575
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augmented_fmdf_166.jpg,defective,1,44.9547119140625,40.44317626953125,37.33074951171875,2733.003881570337,0.6734555182012202,0.7122283589348647,0.6607526005142723
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augmented_fmdf_167.jpg,defective,1,73.8980712890625,77.57110595703125,71.208251953125,1559.5045754530665,0.4478349914739466,0.8323765867008187,0.378292980694181
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augmented_fmdf_170.jpg,defective,1,41.74774169921875,37.87091064453125,32.75811767578125,2704.601778172659,0.6912183891291052,0.7056231735446428,0.6814919280232585
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augmented_fmdf_177.jpg,defective,1,68.1510009765625,66.267822265625,62.47845458984375,2186.4460502642664,0.5901586801522376,0.8529826675928156,0.5598551710914018
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augmented_fmdf_18.jpg,defective,1,61.64007568359375,57.2779541015625,57.28485107421875,910.3977502467311,0.6283991132946155,0.9137009100880529,0.5524117297636366
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augmented_fmdf_180.jpg,defective,1,80.46337890625,67.27154541015625,58.47796630859375,1329.3100750232245,0.5517899566101078,0.8974640062951202,0.5100518736454523
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augmented_fmdf_2.jpg,defective,1,44.217529296875,43.7327880859375,43.78515625,902.472521427535,0.7508225989788969,0.9282416946780082,0.7245249016419305
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augmented_fmdf_20.jpg,defective,1,108.52447509765625,103.75408935546875,90.00848388671875,1189.678077329813,0.4508278657376992,0.9258339433947027,0.3671477894688569
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augmented_fmdf_173.jpg,defective,1,53.57952880859375,53.6822509765625,56.97259521484375,1334.517385918473,0.6328438454979091,0.8578138468151044,0.5657439623629942
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augmented_fmdf_176.jpg,defective,1,121.06707763671875,115.3619384765625,100.2586669921875,1364.7748133703183,0.4058958281308622,0.9127496480954522,0.31420260280943735
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augmented_fmdf_24.jpg,defective,1,72.47882080078125,60.9312744140625,52.92852783203125,1315.283260294281,0.5816758553361627,0.8933881509242916,0.5462813718586211
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augmented_fmdf_25.jpg,defective,1,36.85113525390625,39.74102783203125,45.07757568359375,1013.1143864478978,0.603042278319483,0.8221133910805651,0.565725648154473
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augmented_fmdf_29.jpg,defective,1,67.349365234375,56.49371337890625,46.8336181640625,1369.7937407858442,0.570064563622871,0.8577305508861702,0.5189770909194948
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augmented_fmdf_33.jpg,defective,1,89.62689208984375,81.288818359375,69.4620361328125,3858.632110245448,0.4511566388181898,0.7300462431201377,0.4054697954374569
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augmented_fmdf_40.jpg,defective,1,47.65032958984375,42.20855712890625,36.26953125,2853.979492222356,0.6448574248271153,0.698804921493803,0.6327719200266014
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augmented_fmdf_35.jpg,defective,1,57.46905517578125,52.8170166015625,46.32391357421875,1935.542493268578,0.6380042173836785,0.8319880462594081,0.6073069273816377
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augmented_fmdf_38.jpg,defective,1,43.384765625,36.046875,34.31298828125,1038.412272743005,0.6137467289149113,0.8240224599051104,0.5851361593708143
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augmented_fmdf_39.jpg,defective,1,59.61602783203125,58.22723388671875,57.62530517578125,6370.367794281927,0.5576391357976227,0.5371798883652903,0.5361232932489518
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augmented_fmdf_41.jpg,defective,1,88.67083740234375,84.30401611328125,53.0303955078125,1808.0118975184741,0.4224938661555036,0.8397277344329264,0.38942136005215594
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augmented_fmdf_45.jpg,defective,1,62.871826171875,62.417236328125,62.3084716796875,1339.370074778534,0.6881321093759093,0.9235304610419807,0.6487355890874552
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augmented_fmdf_64.jpg,defective,1,38.6728515625,32.5250244140625,31.20440673828125,1016.45319235401,0.6443566453095145,0.8194488751997332,0.6213593160608739
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augmented_fmdf_66.jpg,defective,1,43.62872314453125,39.3140869140625,33.92095947265625,2616.080432345432,0.6739546938449404,0.7181901958910317,0.6636677984935964
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augmented_fmdf_71.jpg,defective,1,66.68841552734375,66.1705322265625,66.0262451171875,1488.8149092567357,0.6730043004921553,0.9186898324571738,0.6311460342377861
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augmented_fmdf_74.jpg,defective,1,42.5997314453125,39.2373046875,37.965576171875,1942.9102472670236,0.6148256882053945,0.7229135366475529,0.5947867051009759
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augmented_fmdf_80.jpg,defective,1,45.15179443359375,44.68206787109375,44.7659912109375,895.8723776009078,0.7479225465091389,0.9303089414964542,0.7213435114003782
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augmented_fmdf_42.jpg,defective,1,93.98583984375,86.61236572265625,82.82818603515625,1007.7440021522704,0.4624042707042411,0.9104226558968839,0.3681120352882745
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augmented_fmdf_55.jpg,defective,1,68.6456298828125,58.3345947265625,48.5191650390625,1362.5820159472805,0.5525466895450172,0.857678694986373,0.4974460638412134
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augmented_fmdf_6.jpg,defective,1,60.5467529296875,59.84075927734375,60.394287109375,1858.3212860132633,0.5304950946509233,0.8113719906531099,0.49515953578061495
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augmented_fmdf_68.jpg,defective,1,90.7005615234375,83.76312255859375,80.46490478515625,939.576836908353,0.46430730610928533,0.9149123391031747,0.3780024068586904
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augmented_fmdf_69.jpg,defective,1,56.00042724609375,56.20709228515625,59.6085205078125,1653.6487869305695,0.604058584174155,0.8286907631672956,0.5396007560214372
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augmented_fmdf_72.jpg,defective,1,111.97735595703125,107.33343505859375,93.67840576171875,1288.2685776682679,0.4422797216273233,0.9207084150394212,0.3543346326432004
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augmented_fmdf_86.jpg,defective,1,67.35626220703125,69.51171875,66.48602294921875,5217.719191051131,0.4669663765923135,0.6064982212958953,0.45557321814382395
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augmented_fmdf_88.jpg,defective,1,49.9962158203125,44.4931640625,40.86187744140625,2728.7643141857775,0.6395511538653171,0.7241083257875364,0.6246798004453263
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augmented_fmdf_92.jpg,defective,1,43.30108642578125,37.80084228515625,32.5743408203125,2438.7176445234377,0.6665948312178945,0.7142481128431354,0.6540067926797777
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augmented_fmdf_96.jpg,defective,1,69.3480224609375,63.893310546875,63.49847412109375,1031.5881602063903,0.6015791365822865,0.9095314291333206,0.515660995924092
|
||||
augmented_fmdf_94.jpg,defective,1,95.71502685546875,88.4622802734375,84.9202880859375,1103.004713858074,0.4552810270896772,0.9033106106467809,0.3586873295975983
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||||
augmented_fmdf_97.jpg,defective,1,63.09228515625,62.6842041015625,62.6136474609375,1185.9984346842218,0.6824418494113406,0.9311320817875038,0.6436618751428788
|
||||
|
|
|
|||
|
|
|
@ -159,36 +159,35 @@ augmented_healthyf_96.jpg,normal,0,21.94464111328125,21.373291015625,19.84063720
|
|||
augmented_healthyf_97.jpg,normal,0,36.491943359375,33.32086181640625,30.06463623046875,1688.308745458099,0.6763421419531515,0.7388913879459263,0.6507251265924943
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||||
augmented_healthyf_98.jpg,normal,0,46.63482666015625,47.3875732421875,47.49847412109375,3185.8878897909817,0.7460639390459082,0.7946420702541782,0.7282263669696493
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||||
augmented_healthyf_99.jpg,normal,0,32.836181640625,32.9483642578125,32.52496337890625,3684.3812575664765,0.7857418079415851,0.662913150906498,0.7763909472036238
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||||
FMD (1).jpeg,defective,1,65.62982177734375,58.34466552734375,47.6505126953125,5416.189029906841,0.5704264016190329,0.6044126113884224,0.5592342384266215
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||||
FMD (1).jpg,defective,1,38.690185546875,16.45782470703125,14.77349853515625,291.66202623095415,0.7123095662053994,0.8979624627304895,0.6815295377313992
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||||
FMD (147).jpg,defective,1,84.8677978515625,80.9456787109375,73.09588623046875,2519.914777768689,0.5009757718686626,0.8270315786029404,0.45614715779186255
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||||
FMD (2).jpeg,defective,1,81.91314697265625,75.929443359375,72.85498046875,4014.061969542192,0.592761842795657,0.7857858581624043,0.5477181184203456
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||||
FMD (2).jpg,defective,1,117.22894287109375,96.9345703125,75.7623291015625,1446.1961676553803,0.43613019570614764,0.9010101528842004,0.36998640508021235
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||||
FMD (3).jpeg,defective,1,106.60760498046875,93.19256591796875,65.94183349609375,2278.4660730599276,0.41932394015894986,0.852247540315271,0.3797525853141366
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||||
FMD (5).jpg,defective,1,120.1085205078125,104.6903076171875,90.0108642578125,3316.622931582351,0.33647957464387734,0.7545235163447345,0.2840248002649335
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||||
FMD (57).jpg,defective,1,93.3785400390625,93.6575927734375,66.84417724609375,2118.118252574831,0.4176080126313833,0.8392107815050661,0.36550999656559674
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||||
FMD (59).jpg,defective,1,98.503662109375,96.687255859375,94.24468994140625,3264.5555055759028,0.6828733557765023,0.8733364792312908,0.5460864434861404
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||||
FMD (6).jpg,defective,1,117.22894287109375,96.9345703125,75.7623291015625,1446.1961676553803,0.43613019570614764,0.9010101528842004,0.36998640508021235
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||||
FMD (72).jpg,defective,1,99.4488525390625,92.3975830078125,88.88067626953125,5603.977495388249,0.29979155013456427,0.5373907250942883,0.2705668107919706
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||||
FMD (73).jpg,defective,1,75.6683349609375,80.08367919921875,80.48809814453125,1304.5142125419827,0.6259406151074174,0.9283555610081936,0.5624438180676046
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||||
FMD (83).jpg,defective,1,101.27203369140625,93.02496337890625,87.30511474609375,6374.958663251524,0.339677103303118,0.5737300958035675,0.3100780823572372
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||||
air_liur_1.jpg,defective,1,69.1337890625,59.687744140625,52.8177490234375,1619.6949612302997,0.6349618999487625,0.8895982846833439,0.6088533039776817
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||||
air_liur_11.jpg,defective,1,38.131591796875,37.65289306640625,37.69403076171875,1264.7854354783933,0.7699123624744865,0.8878860031522215,0.7513469272971792
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||||
air_liur_12.jpeg,defective,1,63.18902587890625,52.92730712890625,43.8953857421875,1448.508925631502,0.5937856688820954,0.8474428660479908,0.5500750340584667
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||||
air_liur_13.jpeg,defective,1,96.505859375,91.56414794921875,88.900390625,4079.3746472650987,0.41023643258012715,0.7231077238783,0.36652664657496153
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||||
air_liur_15.jpeg,defective,1,65.91571044921875,65.66876220703125,66.123779296875,2162.4466616047,0.5056526002075894,0.7998476908301796,0.4737549908866245
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||||
air_liur_16.jpg,defective,1,91.18218994140625,82.58868408203125,70.99481201171875,4425.692239866858,0.42681327335779495,0.6899100412866517,0.387552477439361
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||||
air_liur_17.jpg,defective,1,70.60284423828125,72.96636962890625,70.00506591796875,6531.134836004053,0.45216187454080914,0.5437774168304257,0.4416470971819389
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||||
air_liur_18.jpg,defective,1,50.88067626953125,47.4840087890625,41.12847900390625,2024.3619775635495,0.6654733905998167,0.8107952033816549,0.6412639820493456
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||||
air_liur_19.jpg,defective,1,56.68182373046875,50.7200927734375,46.96417236328125,2881.242415724564,0.6348447974754582,0.756657263897206,0.6202668814321904
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||||
air_liur_2.jpg,defective,1,74.93670654296875,79.18316650390625,72.22576904296875,2308.7643842640014,0.41535076556633405,0.760742078667814,0.3636133358658696
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||||
air_liur_20.jpg,defective,1,40.0252685546875,34.05743408203125,31.95751953125,1182.4621134083563,0.66208462912381,0.812522661756984,0.6404912048435272
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||||
air_liur_21.jpg,defective,1,57.73248291015625,56.26446533203125,55.33624267578125,6756.185625538634,0.5625558883074002,0.501225453742337,0.5430419941103458
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||||
air_liur_22.jpeg,defective,1,46.9739990234375,41.70880126953125,35.9525146484375,3611.6918657121946,0.6523138559029342,0.636689793370012,0.6432216274330268
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||||
air_liur_24.jpeg,defective,1,98.9202880859375,91.62554931640625,88.08648681640625,1267.1428190611148,0.4212000746547457,0.8861783158450175,0.33945180747623044
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||||
air_liur_25.jpeg,defective,1,52.2724609375,52.36932373046875,55.31573486328125,2003.540238640252,0.6228428903994958,0.7923917997422169,0.5724275401293599
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air_liur_3.jpg,defective,1,51.008056640625,50.6854248046875,50.68359375,1515.3065279383834,0.7291491285142851,0.9009386773859444,0.7043931983564943
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||||
air_liur_4.jpg,defective,1,124.12066650390625,117.66729736328125,101.4835205078125,1909.975378440773,0.363449553725992,0.8761644298422366,0.2930986737231521
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||||
air_liur_5.jpg,defective,1,69.96673583984375,67.158447265625,62.3609619140625,2763.3194261090243,0.575472288528121,0.8187892837984397,0.5505762212671012
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||||
air_liur_8.jpg,defective,1,72.32318115234375,60.92327880859375,53.08612060546875,1689.5417107722242,0.5798406128176199,0.8674804672672544,0.5526954515422983
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||||
air_liur_9.jpg,defective,1,45.95220947265625,50.37493896484375,55.39007568359375,1368.4293826564906,0.6529418755609907,0.863948645662919,0.6248890494369039
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||||
FMD(10).jpg,defective,1,124.12066650390625,117.66729736328125,101.4835205078125,1909.975378440773,0.363449553725992,0.8761644298422366,0.2930986737231521
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||||
FMD(11).jpg,defective,1,69.96673583984375,67.158447265625,62.3609619140625,2763.3194261090243,0.575472288528121,0.8187892837984397,0.5505762212671012
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||||
FMD(12).jpeg,defective,1,44.93505859375,41.04962158203125,39.6650390625,2468.8703319646665,0.6269665047173137,0.6981358300603162,0.6092081022142354
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||||
FMD(14).jpg,defective,1,72.32318115234375,60.92327880859375,53.08612060546875,1689.5417107722242,0.5798406128176199,0.8674804672672544,0.5526954515422983
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||||
FMD(15).jpg,defective,1,45.95220947265625,50.37493896484375,55.39007568359375,1368.4293826564906,0.6529418755609907,0.863948645662919,0.6248890494369039
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||||
FMD(16).jpg,defective,1,87.28472900390625,84.7305908203125,79.62518310546875,3036.718925029756,0.5610263814624229,0.8391179054462489,0.5011602343352132
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||||
FMD(18).jpeg,defective,1,63.18902587890625,52.92730712890625,43.8953857421875,1448.508925631502,0.5937856688820954,0.8474428660479908,0.5500750340584667
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||||
FMD(19).jpeg,defective,1,96.505859375,91.56414794921875,88.900390625,4079.3746472650987,0.41023643258012715,0.7231077238783,0.36652664657496153
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||||
FMD(20).jpeg,defective,1,65.91571044921875,65.66876220703125,66.123779296875,2162.4466616047,0.5056526002075894,0.7998476908301796,0.4737549908866245
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||||
FMD(21).jpg,defective,1,91.18218994140625,82.58868408203125,70.99481201171875,4425.692239866858,0.42681327335779495,0.6899100412866517,0.387552477439361
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||||
FMD(23).jpg,defective,1,50.88067626953125,47.4840087890625,41.12847900390625,2024.3619775635495,0.6654733905998167,0.8107952033816549,0.6412639820493456
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||||
FMD(24).jpg,defective,1,56.68182373046875,50.7200927734375,46.96417236328125,2881.242415724564,0.6348447974754582,0.756657263897206,0.6202668814321904
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FMD(25).jpg,defective,1,40.0252685546875,34.05743408203125,31.95751953125,1182.4621134083563,0.66208462912381,0.812522661756984,0.6404912048435272
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FMD(28).jpeg,defective,1,91.90185546875,85.8876953125,53.71875,2609.2647124699783,0.4067278389766526,0.7811459667053974,0.3789938409784332
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FMD(29).jpeg,defective,1,98.9202880859375,91.62554931640625,88.08648681640625,1267.1428190611148,0.4212000746547457,0.8861783158450175,0.33945180747623044
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FMD(7).jpg,defective,1,69.1337890625,59.687744140625,52.8177490234375,1619.6949612302997,0.6349618999487625,0.8895982846833439,0.6088533039776817
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FMD(8).jpg,defective,1,74.93670654296875,79.18316650390625,72.22576904296875,2308.7643842640014,0.41535076556633405,0.760742078667814,0.3636133358658696
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||||
augmented_fmdf_0.jpg,defective,1,68.3280029296875,58.16827392578125,51.18536376953125,1226.7028644695042,0.6285385935443637,0.9076492303755196,0.5977832699349138
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||||
augmented_fmdf_1.jpg,defective,1,85.89434814453125,83.6572265625,79.0577392578125,2525.104704419354,0.5856247395748175,0.8692375984237944,0.5211491749744049
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augmented_fmdf_10.jpg,defective,1,47.3704833984375,42.363037109375,39.06243896484375,2546.0146082052447,0.6535549471149588,0.7305654434341396,0.6395134881585701
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||||
augmented_fmdf_100.jpg,defective,1,39.0806884765625,36.31109619140625,34.60711669921875,1821.6648553007271,0.6598216474268602,0.7468981562407571,0.6430595029240366
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||||
augmented_fmdf_101.jpg,defective,1,94.904052734375,95.21160888671875,95.44830322265625,1700.9383283960979,0.4257068482848821,0.8716885427710147,0.3543145745226785
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||||
|
|
@ -200,25 +199,29 @@ augmented_fmdf_106.jpg,defective,1,45.465576171875,44.86944580078125,44.84741210
|
|||
augmented_fmdf_107.jpg,defective,1,61.47119140625,52.07061767578125,43.384033203125,1255.165350648844,0.6064015245945344,0.8671568559759125,0.5594758823910055
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||||
augmented_fmdf_108.jpg,defective,1,91.5531005859375,87.2222900390625,84.39501953125,3372.7268165838245,0.4540874167439492,0.7709834667982509,0.4056118339153274
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||||
augmented_fmdf_109.jpg,defective,1,72.6627197265625,70.76898193359375,68.8741455078125,4123.157191080825,0.5924324883640598,0.7554206030175873,0.5414822259598369
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||||
augmented_fmdf_110.jpg,defective,1,71.922119140625,71.9603271484375,72.65496826171875,2084.6297713330796,0.4779279097515093,0.8131079203208936,0.43756432803472856
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||||
augmented_fmdf_11.jpg,defective,1,77.6806640625,81.402587890625,75.25274658203125,976.398019098376,0.39437907748753137,0.8764879839523015,0.314148764584939
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||||
augmented_fmdf_111.jpg,defective,1,94.30511474609375,84.575439453125,71.68499755859375,4068.8528299033037,0.4275614026468522,0.7167106554614754,0.3826069689049387
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||||
augmented_fmdf_118.jpg,defective,1,42.07012939453125,37.42620849609375,32.73797607421875,2531.894037228769,0.688375504422277,0.7126217110665825,0.677229831803038
|
||||
augmented_fmdf_119.jpg,defective,1,88.1136474609375,84.6033935546875,52.42437744140625,1992.8597543860863,0.4160334157566788,0.8235350902276326,0.38478005044675584
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||||
augmented_fmdf_12.jpg,defective,1,42.197509765625,35.2960205078125,33.87274169921875,1039.3596029250723,0.6227873235117397,0.825249596059284,0.5964337922852533
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||||
augmented_fmdf_120.jpg,defective,1,99.06243896484375,91.41326904296875,87.5828857421875,969.5771302337124,0.44218830424515554,0.9124436997265977,0.3413207376641106
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||||
augmented_fmdf_121.jpg,defective,1,50.7091064453125,50.89544677734375,54.06927490234375,1549.083116500977,0.6448868445242154,0.8329941754008825,0.5834555245250242
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||||
augmented_fmdf_122.jpg,defective,1,67.736328125,63.19769287109375,63.45745849609375,896.7664349146662,0.60068847288424,0.9169978241562089,0.5112486507464528
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||||
augmented_fmdf_123.jpg,defective,1,64.7176513671875,64.2437744140625,64.12396240234375,1395.911908720669,0.6810581687979677,0.921845324002223,0.6395904083537465
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||||
augmented_fmdf_124.jpg,defective,1,114.6380615234375,109.36962890625,94.9757080078125,1169.7026748624667,0.44497708409415865,0.9287445375988894,0.35656003618813065
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||||
augmented_fmdf_125.jpg,defective,1,67.77740478515625,66.46478271484375,63.40594482421875,2041.4683790365104,0.5850102280409887,0.8587110421785983,0.5536179737849642
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||||
augmented_fmdf_126.jpg,defective,1,37.9837646484375,35.63751220703125,34.00506591796875,1858.120690629449,0.6648947169454124,0.7339908992740488,0.6470071822237825
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||||
augmented_fmdf_127.jpg,defective,1,98.8426513671875,99.37652587890625,99.64471435546875,1970.8229407354938,0.4308364720095697,0.8571913819672708,0.3527755636888887
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||||
augmented_fmdf_128.jpg,defective,1,77.41473388671875,64.11468505859375,55.80413818359375,1250.7999893227486,0.5732869063136797,0.9026557428271623,0.5324239666943992
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||||
augmented_fmdf_129.jpg,defective,1,36.9068603515625,40.2080078125,44.554931640625,1050.5992145860666,0.6670166431697839,0.8521864168196762,0.6384071146839262
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||||
augmented_fmdf_13.jpg,defective,1,85.43511962890625,82.78509521484375,82.4459228515625,3676.7317486085726,0.35603144161055195,0.6654936017582969,0.3098369598267346
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||||
augmented_fmdf_130.jpg,defective,1,69.97393798828125,60.13446044921875,52.72906494140625,1390.2269032620377,0.6247578741686463,0.9003570107166018,0.5925523228869326
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augmented_fmdf_131.jpg,defective,1,81.7464599609375,79.19610595703125,74.51654052734375,2425.244762585203,0.6076354447529645,0.8723634569022983,0.5442418324538029
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augmented_fmdf_132.jpg,defective,1,44.95501708984375,44.36944580078125,44.33514404296875,1023.8501750677216,0.754597826101652,0.9221228669307909,0.7280742973105662
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||||
augmented_fmdf_133.jpg,defective,1,61.4647216796875,51.2874755859375,42.80535888671875,1242.9034024186565,0.5975480019702822,0.8639415668622833,0.5523930320471349
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||||
augmented_fmdf_134.jpg,defective,1,92.9093017578125,88.0804443359375,85.18499755859375,3492.086815740093,0.43323643822097485,0.755516059197122,0.38509181649701185
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||||
augmented_fmdf_135.jpg,defective,1,87.03466796875,84.03741455078125,81.51007080078125,3363.887326214364,0.4635124821943994,0.7732299788484092,0.4030526872967384
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augmented_fmdf_136.jpg,defective,1,63.3128662109375,62.72515869140625,63.42919921875,1861.365144349309,0.5242868529301463,0.8207496536716415,0.4878237374515728
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||||
augmented_fmdf_137.jpg,defective,1,92.2081298828125,83.5755615234375,71.76580810546875,3325.8705930420274,0.42443023125893503,0.756682152630871,0.3806540647768267
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augmented_fmdf_138.jpg,defective,1,70.91204833984375,73.032958984375,69.970458984375,5817.8910579298135,0.45270956365666915,0.5828936617724182,0.440424161324306
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||||
augmented_fmdf_14.jpg,defective,1,45.60186767578125,39.8291015625,34.2132568359375,2426.1150565855237,0.6467200544756693,0.7224982869871875,0.6333842620149596
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||||
augmented_fmdf_142.jpg,defective,1,38.93292236328125,33.0653076171875,31.60107421875,1095.6169784335077,0.6615113202566499,0.8165646010629027,0.6382761354743711
|
||||
augmented_fmdf_143.jpg,defective,1,73.27215576171875,71.69354248046875,71.77947998046875,4880.026294946181,0.46515214004924,0.6237038990807611,0.43010474515373603
|
||||
augmented_fmdf_144.jpg,defective,1,47.60797119140625,41.49114990234375,35.9266357421875,2549.708615417746,0.64413746660304,0.7183328130607368,0.6296822916563595
|
||||
|
|
@ -226,38 +229,37 @@ augmented_fmdf_145.jpg,defective,1,84.03179931640625,79.0350341796875,51.2192382
|
|||
augmented_fmdf_146.jpg,defective,1,95.9200439453125,88.2908935546875,84.3736572265625,1092.2162004840532,0.4509286769156295,0.902572288340525,0.3588194771934654
|
||||
augmented_fmdf_147.jpg,defective,1,58.0623779296875,58.57537841796875,62.69921875,1484.6700748999344,0.578970632441714,0.8401325232971438,0.5100242550178391
|
||||
augmented_fmdf_148.jpg,defective,1,68.34820556640625,63.34844970703125,63.3223876953125,929.6539580078156,0.6074263033800242,0.9160174954777655,0.5189088093030712
|
||||
augmented_fmdf_15.jpg,defective,1,91.75396728515625,84.60076904296875,55.3076171875,1741.9205119169528,0.4053949658599545,0.8434974712625682,0.3706578730586953
|
||||
augmented_fmdf_149.jpg,defective,1,62.28515625,61.90606689453125,61.82904052734375,1124.1277923960145,0.6856981145288096,0.9338643090973971,0.6468785252366555
|
||||
augmented_fmdf_150.jpg,defective,1,119.23699951171875,113.417236328125,98.56878662109375,1289.3787537043397,0.41266713021282403,0.9172170133005643,0.3239429242183835
|
||||
augmented_fmdf_154.jpg,defective,1,74.92327880859375,62.510498046875,54.3382568359375,1228.18811234886,0.5783738864979391,0.9017227819926491,0.540306333577946
|
||||
augmented_fmdf_155.jpg,defective,1,41.58197021484375,45.3931884765625,50.74920654296875,1244.5073834367743,0.6061557713805047,0.8301026997979902,0.5707347981234813
|
||||
augmented_fmdf_156.jpg,defective,1,75.325439453125,64.17596435546875,56.3409423828125,1249.7942087354734,0.5982887486922074,0.9103010577724991,0.5633331654936162
|
||||
augmented_fmdf_157.jpg,defective,1,89.64581298828125,87.17352294921875,82.29217529296875,2574.9231575980066,0.55617770343609,0.8647067048748446,0.48707127393021327
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||||
augmented_fmdf_158.jpg,defective,1,44.74700927734375,44.35821533203125,44.501220703125,870.9795344597051,0.7368859760696993,0.9282364997308837,0.7081599695880664
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||||
augmented_fmdf_159.jpg,defective,1,66.33892822265625,55.81884765625,46.5299072265625,1264.9115280395968,0.5591390483374058,0.8623078018369547,0.5055572811392223
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||||
augmented_fmdf_16.jpg,defective,1,90.85614013671875,83.47882080078125,79.806396484375,883.9958733851757,0.4674397478839094,0.9184644491661081,0.3755042844716039
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||||
augmented_fmdf_160.jpg,defective,1,105.96014404296875,99.46051025390625,95.9454345703125,2591.605549656933,0.331958374895098,0.7879668333875762,0.2803421146369575
|
||||
augmented_fmdf_161.jpg,defective,1,69.0504150390625,67.0921630859375,65.1170654296875,3949.8664827016487,0.6068605688432672,0.7563671590089188,0.5624324923591979
|
||||
augmented_fmdf_162.jpg,defective,1,65.684814453125,64.6260986328125,64.76416015625,1918.1049480947602,0.48404654869819735,0.7991397516392911,0.44512415993289506
|
||||
augmented_fmdf_163.jpg,defective,1,89.55609130859375,81.1064453125,69.379638671875,4029.960062111326,0.44674342509944703,0.7195124741940133,0.4042595834666496
|
||||
augmented_fmdf_164.jpg,defective,1,65.00286865234375,66.86212158203125,64.09857177734375,5019.259508672386,0.49977379646955167,0.6296789024468312,0.4886986994170395
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||||
augmented_fmdf_167.jpg,defective,1,73.8980712890625,77.57110595703125,71.208251953125,1559.5045754530665,0.4478349914739466,0.8323765867008187,0.378292980694181
|
||||
augmented_fmdf_168.jpg,defective,1,38.45928955078125,32.54107666015625,31.28680419921875,1051.1432258003194,0.6524898710491139,0.8151221787754176,0.6291572077661118
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||||
augmented_fmdf_169.jpg,defective,1,81.06939697265625,79.10687255859375,79.18115234375,3981.9429700541064,0.3873144037740474,0.6500881824294192,0.34290256457230944
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||||
augmented_fmdf_17.jpg,defective,1,56.81768798828125,57.36102294921875,61.394287109375,1491.0549276303839,0.5892364999236546,0.8391040776141563,0.5210777261581915
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||||
augmented_fmdf_170.jpg,defective,1,41.74774169921875,37.87091064453125,32.75811767578125,2704.601778172659,0.6912183891291052,0.7056231735446428,0.6814919280232585
|
||||
augmented_fmdf_171.jpg,defective,1,91.745849609375,85.30126953125,54.17626953125,1870.028807491786,0.4061567497731294,0.8338494542491229,0.3722962025918957
|
||||
augmented_fmdf_172.jpg,defective,1,102.66717529296875,95.125,91.67108154296875,1026.2178889140907,0.4117314695333818,0.9025334558289133,0.30969884970701905
|
||||
augmented_fmdf_173.jpg,defective,1,53.57952880859375,53.6822509765625,56.97259521484375,1334.517385918473,0.6328438454979091,0.8578138468151044,0.5657439623629942
|
||||
augmented_fmdf_174.jpg,defective,1,65.99468994140625,60.36016845703125,59.69342041015625,930.1663489106595,0.6293288936117231,0.9187583180476917,0.5510242741252731
|
||||
augmented_fmdf_175.jpg,defective,1,66.626708984375,66.20849609375,66.09844970703125,1200.1187389318288,0.6661426799608213,0.9320906078174244,0.6242322163790445
|
||||
augmented_fmdf_176.jpg,defective,1,121.06707763671875,115.3619384765625,100.2586669921875,1364.7748133703183,0.4058958281308622,0.9127496480954522,0.31420260280943735
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||||
augmented_fmdf_177.jpg,defective,1,68.1510009765625,66.267822265625,62.47845458984375,2186.4460502642664,0.5901586801522376,0.8529826675928156,0.5598551710914018
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||||
augmented_fmdf_178.jpg,defective,1,40.86907958984375,38.010986328125,36.32598876953125,1900.3773732010643,0.6494131616183793,0.7480594099776875,0.6284671699211781
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||||
augmented_fmdf_179.jpg,defective,1,92.98486328125,93.4183349609375,93.5867919921875,2004.5176079918717,0.45355850085977995,0.8559464706247643,0.3837872437920007
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||||
augmented_fmdf_18.jpg,defective,1,61.64007568359375,57.2779541015625,57.28485107421875,910.3977502467311,0.6283991132946155,0.9137009100880529,0.5524117297636366
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||||
augmented_fmdf_180.jpg,defective,1,80.46337890625,67.27154541015625,58.47796630859375,1329.3100750232245,0.5517899566101078,0.8974640062951202,0.5100518736454523
|
||||
augmented_fmdf_181.jpg,defective,1,39.1685791015625,42.8250732421875,48.14569091796875,1270.115752024277,0.6192719909068002,0.8195900963165467,0.5888526053061834
|
||||
augmented_fmdf_19.jpg,defective,1,63.2791748046875,62.86236572265625,62.81744384765625,1280.3427599271072,0.682223938173823,0.9258194792909334,0.6416709319713491
|
||||
augmented_fmdf_2.jpg,defective,1,44.217529296875,43.7327880859375,43.78515625,902.472521427535,0.7508225989788969,0.9282416946780082,0.7245249016419305
|
||||
augmented_fmdf_20.jpg,defective,1,108.52447509765625,103.75408935546875,90.00848388671875,1189.678077329813,0.4508278657376992,0.9258339433947027,0.3671477894688569
|
||||
augmented_fmdf_21.jpg,defective,1,70.15789794921875,67.89630126953125,63.50689697265625,2402.7450755005734,0.5836165447319656,0.8444520314217865,0.5533908381691369
|
||||
augmented_fmdf_22.jpg,defective,1,38.76336669921875,35.8970947265625,34.18878173828125,1936.0093925164047,0.6781700755094522,0.7378774777876119,0.6613460565386055
|
||||
augmented_fmdf_23.jpg,defective,1,94.2470703125,94.59124755859375,94.86669921875,1724.6649480610124,0.41448773439920666,0.864663043608301,0.3434941228968727
|
||||
augmented_fmdf_24.jpg,defective,1,72.47882080078125,60.9312744140625,52.92852783203125,1315.283260294281,0.5816758553361627,0.8933881509242916,0.5462813718586211
|
||||
augmented_fmdf_25.jpg,defective,1,36.85113525390625,39.74102783203125,45.07757568359375,1013.1143864478978,0.603042278319483,0.8221133910805651,0.565725648154473
|
||||
augmented_fmdf_26.jpg,defective,1,67.83355712890625,58.375,51.242919921875,1358.5782632117796,0.6371670045095429,0.9015106200426736,0.6054378235561281
|
||||
augmented_fmdf_27.jpg,defective,1,88.81463623046875,86.4783935546875,81.63482666015625,2649.5832901643985,0.5738646300696423,0.8642909463587024,0.5041280384341918
|
||||
augmented_fmdf_28.jpg,defective,1,44.887939453125,44.31317138671875,44.3321533203125,924.4512705877675,0.7465188418732916,0.9262191467131222,0.7179175539780213
|
||||
|
|
@ -265,57 +267,55 @@ augmented_fmdf_3.jpg,defective,1,64.33306884765625,53.98785400390625,45.09765625
|
|||
augmented_fmdf_30.jpg,defective,1,95.8956298828125,91.33148193359375,89.08135986328125,3551.3575061336633,0.43121591598436065,0.764556147337307,0.3828364270381713
|
||||
augmented_fmdf_31.jpg,defective,1,72.1729736328125,70.35498046875,68.4979248046875,4334.111571405753,0.5942055236872487,0.744407481161346,0.5431955062013278
|
||||
augmented_fmdf_32.jpg,defective,1,65.6456298828125,65.25421142578125,65.89117431640625,1972.7375806217221,0.5050221705976844,0.8103723987302299,0.4666813095131977
|
||||
augmented_fmdf_33.jpg,defective,1,89.62689208984375,81.288818359375,69.4620361328125,3858.632110245448,0.4511566388181898,0.7300462431201377,0.4054697954374569
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||||
augmented_fmdf_34.jpg,defective,1,73.7867431640625,76.3291015625,73.2620849609375,6455.65769179228,0.42287011865329877,0.5405602057234805,0.4111667330637459
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||||
augmented_fmdf_35.jpg,defective,1,57.46905517578125,52.8170166015625,46.32391357421875,1935.542493268578,0.6380042173836785,0.8319880462594081,0.6073069273816377
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||||
augmented_fmdf_36.jpg,defective,1,52.202880859375,47.0419921875,43.90277099609375,2895.684666659686,0.6406678132779171,0.7336992454349955,0.6263831119727391
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||||
augmented_fmdf_37.jpg,defective,1,74.16558837890625,78.45703125,71.45220947265625,1616.765275295632,0.44977812670786554,0.8298296976299123,0.38070396878710316
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||||
augmented_fmdf_38.jpg,defective,1,43.384765625,36.046875,34.31298828125,1038.412272743005,0.6137467289149113,0.8240224599051104,0.5851361593708143
|
||||
augmented_fmdf_39.jpg,defective,1,59.61602783203125,58.22723388671875,57.62530517578125,6370.367794281927,0.5576391357976227,0.5371798883652903,0.5361232932489518
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||||
augmented_fmdf_4.jpg,defective,1,101.88262939453125,95.402587890625,91.7237548828125,2510.9057826396215,0.3578583237506805,0.7971228132278808,0.3068070687548699
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||||
augmented_fmdf_42.jpg,defective,1,93.98583984375,86.61236572265625,82.82818603515625,1007.7440021522704,0.4624042707042411,0.9104226558968839,0.3681120352882745
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||||
augmented_fmdf_40.jpg,defective,1,47.65032958984375,42.20855712890625,36.26953125,2853.979492222356,0.6448574248271153,0.698804921493803,0.6327719200266014
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||||
augmented_fmdf_43.jpg,defective,1,52.91241455078125,52.93792724609375,55.93731689453125,1565.403806350826,0.6413714945381461,0.8376471276774732,0.5793923125048472
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||||
augmented_fmdf_44.jpg,defective,1,69.46514892578125,64.190673828125,64.0125732421875,942.574488077953,0.603763110997692,0.9156944306123086,0.5150416004666184
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||||
augmented_fmdf_45.jpg,defective,1,62.871826171875,62.417236328125,62.3084716796875,1339.370074778534,0.6881321093759093,0.9235304610419807,0.6487355890874552
|
||||
augmented_fmdf_46.jpg,defective,1,120.5546875,114.852783203125,99.3868408203125,1395.2521399254754,0.4028838738162688,0.9092195264509099,0.3109801634168711
|
||||
augmented_fmdf_47.jpg,defective,1,68.74859619140625,67.08148193359375,63.58935546875,2170.83494334812,0.585416540685062,0.8541732128631759,0.5548604018555786
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||||
augmented_fmdf_49.jpg,defective,1,98.54974365234375,99.10333251953125,99.26800537109375,1955.8131169672145,0.4340278818863012,0.8586849795118793,0.35591373781582275
|
||||
augmented_fmdf_5.jpg,defective,1,82.73406982421875,80.26544189453125,77.89849853515625,3925.0565839520496,0.5145577782145866,0.7567084658263675,0.46107357218417194
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||||
augmented_fmdf_54.jpg,defective,1,45.4044189453125,44.848388671875,44.8826904296875,941.2174669663785,0.7479537498066672,0.9267385393554592,0.7196790727708707
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||||
augmented_fmdf_55.jpg,defective,1,68.6456298828125,58.3345947265625,48.5191650390625,1362.5820159472805,0.5525466895450172,0.857678694986373,0.4974460638412134
|
||||
augmented_fmdf_56.jpg,defective,1,93.20416259765625,88.5635986328125,85.8819580078125,3532.897605624045,0.435968179604948,0.7588048499354513,0.38839147948343705
|
||||
augmented_fmdf_57.jpg,defective,1,79.0596923828125,76.7791748046875,74.59210205078125,3814.11531917383,0.5500563028739324,0.7698054352120445,0.4932732953334247
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||||
augmented_fmdf_58.jpg,defective,1,69.01654052734375,68.41534423828125,68.7510986328125,2005.0190818474036,0.4765977254753346,0.8058587192973592,0.4376394496527596
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||||
augmented_fmdf_59.jpg,defective,1,93.8594970703125,84.77752685546875,72.61273193359375,4232.322773295113,0.42629568624311315,0.7101260379213857,0.38658035280334274
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||||
augmented_fmdf_6.jpg,defective,1,60.5467529296875,59.84075927734375,60.394287109375,1858.3212860132633,0.5304950946509233,0.8113719906531099,0.49515953578061495
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||||
augmented_fmdf_60.jpg,defective,1,74.034912109375,76.3653564453125,73.2071533203125,6321.032791363807,0.42235433305412445,0.545411408803384,0.40980744732447644
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||||
augmented_fmdf_62.jpg,defective,1,51.83544921875,45.9285888671875,42.0067138671875,2485.0422435157247,0.6300269781937702,0.7515227266148646,0.6142664435981319
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||||
augmented_fmdf_63.jpg,defective,1,77.43426513671875,81.51922607421875,74.90142822265625,1194.9683518355914,0.40040798118365334,0.8565569704233976,0.32566136536234397
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||||
augmented_fmdf_64.jpg,defective,1,38.6728515625,32.5250244140625,31.20440673828125,1016.45319235401,0.6443566453095145,0.8194488751997332,0.6213593160608739
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||||
augmented_fmdf_65.jpg,defective,1,77.21539306640625,75.3565673828125,75.2933349609375,4526.932252996742,0.42148354283957873,0.6277041532903108,0.3842814844171911
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||||
augmented_fmdf_66.jpg,defective,1,43.62872314453125,39.3140869140625,33.92095947265625,2616.080432345432,0.6739546938449404,0.7181901958910317,0.6636677984935964
|
||||
augmented_fmdf_67.jpg,defective,1,90.324462890625,84.48291015625,53.8292236328125,1804.4053276825634,0.41711871277051144,0.8399400440457477,0.38374774386435656
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||||
augmented_fmdf_68.jpg,defective,1,90.7005615234375,83.76312255859375,80.46490478515625,939.576836908353,0.46430730610928533,0.9149123391031747,0.3780024068586904
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||||
augmented_fmdf_69.jpg,defective,1,56.00042724609375,56.20709228515625,59.6085205078125,1653.6487869305695,0.604058584174155,0.8286907631672956,0.5396007560214372
|
||||
augmented_fmdf_7.jpg,defective,1,90.54010009765625,82.4677734375,71.26141357421875,3142.602101101929,0.43011036728198015,0.7700817027959275,0.3905638925039899
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||||
augmented_fmdf_70.jpg,defective,1,68.90509033203125,63.97454833984375,64.1795654296875,909.0099870044452,0.5990901362684985,0.9162085659510213,0.5095290394382993
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||||
augmented_fmdf_72.jpg,defective,1,111.97735595703125,107.33343505859375,93.67840576171875,1288.2685776682679,0.4422797216273233,0.9207084150394212,0.3543346326432004
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||||
augmented_fmdf_71.jpg,defective,1,66.68841552734375,66.1705322265625,66.0262451171875,1488.8149092567357,0.6730043004921553,0.9186898324571738,0.6311460342377861
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||||
augmented_fmdf_73.jpg,defective,1,69.32696533203125,67.403076171875,63.53790283203125,2247.949647751635,0.5785927625514089,0.8505834869534067,0.5491648503348906
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||||
augmented_fmdf_74.jpg,defective,1,42.5997314453125,39.2373046875,37.965576171875,1942.9102472670236,0.6148256882053945,0.7229135366475529,0.5947867051009759
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||||
augmented_fmdf_75.jpg,defective,1,92.63372802734375,92.78387451171875,93.06744384765625,1948.0546039672497,0.4551063811280549,0.8601096541934599,0.3830954384308971
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||||
augmented_fmdf_76.jpg,defective,1,78.4384765625,64.87164306640625,56.626708984375,1210.4136311229506,0.5651136173454957,0.9056356936526456,0.5247907420860091
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augmented_fmdf_77.jpg,defective,1,37.22308349609375,40.7838134765625,45.93670654296875,1234.2530963461502,0.6364097529958156,0.8180755085619783,0.6065661221071735
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||||
augmented_fmdf_78.jpg,defective,1,74.56890869140625,62.98614501953125,55.2657470703125,1241.094305898276,0.5979537111614516,0.9093336465913614,0.5615693277859517
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||||
augmented_fmdf_79.jpg,defective,1,87.6881103515625,85.4974365234375,80.78955078125,2667.255159421756,0.5642998617951672,0.8603136568121506,0.5000187040027035
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||||
augmented_fmdf_8.jpg,defective,1,67.59466552734375,69.70123291015625,66.72100830078125,5497.584639922122,0.46639245932215817,0.590612038135262,0.45489247665007015
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||||
augmented_fmdf_80.jpg,defective,1,45.15179443359375,44.68206787109375,44.7659912109375,895.8723776009078,0.7479225465091389,0.9303089414964542,0.7213435114003782
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||||
augmented_fmdf_81.jpg,defective,1,68.02197265625,57.55401611328125,47.83636474609375,1375.8319680838051,0.5630077685605173,0.8574787065564223,0.5092125510709724
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augmented_fmdf_82.jpg,defective,1,100.184814453125,94.63360595703125,91.594482421875,2978.1607199456066,0.3854656837864814,0.7824863798316793,0.33474113135146766
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||||
augmented_fmdf_83.jpg,defective,1,67.79718017578125,66.29632568359375,64.58306884765625,4580.306839464798,0.6200801361463619,0.7290831230546034,0.5718995622490551
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augmented_fmdf_84.jpg,defective,1,63.12615966796875,62.19927978515625,62.49273681640625,1876.6512959966612,0.49946552149983564,0.8027575034593211,0.46315953537898685
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augmented_fmdf_85.jpg,defective,1,97.01104736328125,87.315673828125,74.40435791015625,3959.814095056758,0.4103595893293351,0.7216267880193455,0.36394728795359343
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||||
augmented_fmdf_86.jpg,defective,1,67.35626220703125,69.51171875,66.48602294921875,5217.719191051131,0.4669663765923135,0.6064982212958953,0.45557321814382395
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||||
augmented_fmdf_87.jpg,defective,1,50.03546142578125,46.45709228515625,40.668212890625,1876.7636220466359,0.6753548004764086,0.8245068663623442,0.6503245794125315
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||||
augmented_fmdf_9.jpg,defective,1,50.43646240234375,45.31298828125,40.03387451171875,1660.99710463114,0.6756891033010365,0.8405411480719177,0.6498037067407324
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||||
augmented_fmdf_90.jpg,defective,1,42.43572998046875,35.3421630859375,33.84100341796875,969.3035571094798,0.6224682161270003,0.8359620442103392,0.5956656397482514
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||||
augmented_fmdf_91.jpg,defective,1,69.2178955078125,67.93377685546875,67.9986572265625,5249.915057595892,0.48688368216213557,0.5990630526608232,0.45488285560872116
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||||
augmented_fmdf_92.jpg,defective,1,43.30108642578125,37.80084228515625,32.5743408203125,2438.7176445234377,0.6665948312178945,0.7142481128431354,0.6540067926797777
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||||
augmented_fmdf_93.jpg,defective,1,90.36297607421875,84.50555419921875,53.355712890625,1864.1258226048983,0.411392100061961,0.8344424403895302,0.3785192918003048
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augmented_fmdf_94.jpg,defective,1,95.71502685546875,88.4622802734375,84.9202880859375,1103.004713858074,0.4552810270896772,0.9033106106467809,0.3586873295975983
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||||
augmented_fmdf_95.jpg,defective,1,48.5487060546875,48.59765625,51.39111328125,1608.6451237441909,0.6656212908623461,0.8251267332740982,0.6072666175889031
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||||
augmented_fmdf_97.jpg,defective,1,63.09228515625,62.6842041015625,62.6136474609375,1185.9984346842218,0.6824418494113406,0.9311320817875038,0.6436618751428788
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||||
augmented_fmdf_96.jpg,defective,1,69.3480224609375,63.893310546875,63.49847412109375,1031.5881602063903,0.6015791365822865,0.9095314291333206,0.515660995924092
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||||
augmented_fmdf_98.jpg,defective,1,111.90277099609375,106.65771484375,91.66339111328125,1174.0581928871443,0.4351516422010903,0.9248507872716324,0.35238753402815265
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||||
augmented_fmdf_99.jpg,defective,1,68.7047119140625,66.79351806640625,63.096435546875,2168.9983327933655,0.5741953427693693,0.8494001723782297,0.5437676668150208
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||||
|
|
|
|||
|
|
|
@ -199,43 +199,43 @@ augmented_healthyf_96.jpg,normal,0,21.94464111328125,21.373291015625,19.84063720
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|||
augmented_healthyf_97.jpg,normal,0,36.491943359375,33.32086181640625,30.06463623046875,1688.308745458099,0.6763421419531515,0.7388913879459263,0.6507251265924943
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||||
augmented_healthyf_98.jpg,normal,0,46.63482666015625,47.3875732421875,47.49847412109375,3185.8878897909817,0.7460639390459082,0.7946420702541782,0.7282263669696493
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||||
augmented_healthyf_99.jpg,normal,0,32.836181640625,32.9483642578125,32.52496337890625,3684.3812575664765,0.7857418079415851,0.662913150906498,0.7763909472036238
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||||
FMD (1).jpeg,defective,1,65.62982177734375,58.34466552734375,47.6505126953125,5416.189029906841,0.5704264016190329,0.6044126113884224,0.5592342384266215
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||||
FMD (1).jpg,defective,1,38.690185546875,16.45782470703125,14.77349853515625,291.66202623095415,0.7123095662053994,0.8979624627304895,0.6815295377313992
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||||
FMD (147).jpg,defective,1,84.8677978515625,80.9456787109375,73.09588623046875,2519.914777768689,0.5009757718686626,0.8270315786029404,0.45614715779186255
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FMD (2).jpeg,defective,1,81.91314697265625,75.929443359375,72.85498046875,4014.061969542192,0.592761842795657,0.7857858581624043,0.5477181184203456
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FMD (2).jpg,defective,1,117.22894287109375,96.9345703125,75.7623291015625,1446.1961676553803,0.43613019570614764,0.9010101528842004,0.36998640508021235
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FMD (3).jpeg,defective,1,106.60760498046875,93.19256591796875,65.94183349609375,2278.4660730599276,0.41932394015894986,0.852247540315271,0.3797525853141366
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FMD (4).jpeg,defective,1,65.62982177734375,58.34466552734375,47.6505126953125,5416.189029906841,0.5704264016190329,0.6044126113884224,0.5592342384266215
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FMD (5).jpg,defective,1,120.1085205078125,104.6903076171875,90.0108642578125,3316.622931582351,0.33647957464387734,0.7545235163447345,0.2840248002649335
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FMD (57).jpg,defective,1,93.3785400390625,93.6575927734375,66.84417724609375,2118.118252574831,0.4176080126313833,0.8392107815050661,0.36550999656559674
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FMD (59).jpg,defective,1,98.503662109375,96.687255859375,94.24468994140625,3264.5555055759028,0.6828733557765023,0.8733364792312908,0.5460864434861404
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FMD (6).jpg,defective,1,117.22894287109375,96.9345703125,75.7623291015625,1446.1961676553803,0.43613019570614764,0.9010101528842004,0.36998640508021235
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FMD (72).jpg,defective,1,99.4488525390625,92.3975830078125,88.88067626953125,5603.977495388249,0.29979155013456427,0.5373907250942883,0.2705668107919706
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FMD (73).jpg,defective,1,75.6683349609375,80.08367919921875,80.48809814453125,1304.5142125419827,0.6259406151074174,0.9283555610081936,0.5624438180676046
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FMD (83).jpg,defective,1,101.27203369140625,93.02496337890625,87.30511474609375,6374.958663251524,0.339677103303118,0.5737300958035675,0.3100780823572372
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FMD (84).jpg,defective,1,103.8223876953125,99.53070068359375,96.32183837890625,5387.468397453059,0.5696093341029717,0.7655570806920996,0.45808610005967715
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air_liur_1.jpg,defective,1,69.1337890625,59.687744140625,52.8177490234375,1619.6949612302997,0.6349618999487625,0.8895982846833439,0.6088533039776817
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air_liur_10.jpg,defective,1,87.28472900390625,84.7305908203125,79.62518310546875,3036.718925029756,0.5610263814624229,0.8391179054462489,0.5011602343352132
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air_liur_11.jpg,defective,1,38.131591796875,37.65289306640625,37.69403076171875,1264.7854354783933,0.7699123624744865,0.8878860031522215,0.7513469272971792
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air_liur_12.jpeg,defective,1,63.18902587890625,52.92730712890625,43.8953857421875,1448.508925631502,0.5937856688820954,0.8474428660479908,0.5500750340584667
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air_liur_13.jpeg,defective,1,96.505859375,91.56414794921875,88.900390625,4079.3746472650987,0.41023643258012715,0.7231077238783,0.36652664657496153
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air_liur_15.jpeg,defective,1,65.91571044921875,65.66876220703125,66.123779296875,2162.4466616047,0.5056526002075894,0.7998476908301796,0.4737549908866245
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air_liur_16.jpg,defective,1,91.18218994140625,82.58868408203125,70.99481201171875,4425.692239866858,0.42681327335779495,0.6899100412866517,0.387552477439361
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air_liur_17.jpg,defective,1,70.60284423828125,72.96636962890625,70.00506591796875,6531.134836004053,0.45216187454080914,0.5437774168304257,0.4416470971819389
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air_liur_18.jpg,defective,1,50.88067626953125,47.4840087890625,41.12847900390625,2024.3619775635495,0.6654733905998167,0.8107952033816549,0.6412639820493456
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air_liur_19.jpg,defective,1,56.68182373046875,50.7200927734375,46.96417236328125,2881.242415724564,0.6348447974754582,0.756657263897206,0.6202668814321904
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air_liur_2.jpg,defective,1,74.93670654296875,79.18316650390625,72.22576904296875,2308.7643842640014,0.41535076556633405,0.760742078667814,0.3636133358658696
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air_liur_20.jpg,defective,1,40.0252685546875,34.05743408203125,31.95751953125,1182.4621134083563,0.66208462912381,0.812522661756984,0.6404912048435272
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air_liur_21.jpg,defective,1,57.73248291015625,56.26446533203125,55.33624267578125,6756.185625538634,0.5625558883074002,0.501225453742337,0.5430419941103458
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air_liur_22.jpeg,defective,1,46.9739990234375,41.70880126953125,35.9525146484375,3611.6918657121946,0.6523138559029342,0.636689793370012,0.6432216274330268
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air_liur_23.jpeg,defective,1,91.90185546875,85.8876953125,53.71875,2609.2647124699783,0.4067278389766526,0.7811459667053974,0.3789938409784332
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air_liur_24.jpeg,defective,1,98.9202880859375,91.62554931640625,88.08648681640625,1267.1428190611148,0.4212000746547457,0.8861783158450175,0.33945180747623044
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air_liur_25.jpeg,defective,1,52.2724609375,52.36932373046875,55.31573486328125,2003.540238640252,0.6228428903994958,0.7923917997422169,0.5724275401293599
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air_liur_3.jpg,defective,1,51.008056640625,50.6854248046875,50.68359375,1515.3065279383834,0.7291491285142851,0.9009386773859444,0.7043931983564943
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air_liur_4.jpg,defective,1,124.12066650390625,117.66729736328125,101.4835205078125,1909.975378440773,0.363449553725992,0.8761644298422366,0.2930986737231521
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air_liur_5.jpg,defective,1,69.96673583984375,67.158447265625,62.3609619140625,2763.3194261090243,0.575472288528121,0.8187892837984397,0.5505762212671012
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air_liur_6.jpeg,defective,1,44.93505859375,41.04962158203125,39.6650390625,2468.8703319646665,0.6269665047173137,0.6981358300603162,0.6092081022142354
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air_liur_7.jpg,defective,1,101.58721923828125,102.14398193359375,102.306640625,2313.70863707047,0.40284656963400006,0.8315280116932359,0.3316823369910831
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air_liur_8.jpg,defective,1,72.32318115234375,60.92327880859375,53.08612060546875,1689.5417107722242,0.5798406128176199,0.8674804672672544,0.5526954515422983
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air_liur_9.jpg,defective,1,45.95220947265625,50.37493896484375,55.39007568359375,1368.4293826564906,0.6529418755609907,0.863948645662919,0.6248890494369039
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FMD(10).jpg,defective,1,124.12066650390625,117.66729736328125,101.4835205078125,1909.975378440773,0.363449553725992,0.8761644298422366,0.2930986737231521
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FMD(11).jpg,defective,1,69.96673583984375,67.158447265625,62.3609619140625,2763.3194261090243,0.575472288528121,0.8187892837984397,0.5505762212671012
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FMD(12).jpeg,defective,1,44.93505859375,41.04962158203125,39.6650390625,2468.8703319646665,0.6269665047173137,0.6981358300603162,0.6092081022142354
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FMD(13).jpg,defective,1,101.58721923828125,102.14398193359375,102.306640625,2313.70863707047,0.40284656963400006,0.8315280116932359,0.3316823369910831
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FMD(14).jpg,defective,1,72.32318115234375,60.92327880859375,53.08612060546875,1689.5417107722242,0.5798406128176199,0.8674804672672544,0.5526954515422983
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FMD(15).jpg,defective,1,45.95220947265625,50.37493896484375,55.39007568359375,1368.4293826564906,0.6529418755609907,0.863948645662919,0.6248890494369039
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FMD(16).jpg,defective,1,87.28472900390625,84.7305908203125,79.62518310546875,3036.718925029756,0.5610263814624229,0.8391179054462489,0.5011602343352132
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FMD(17).jpg,defective,1,38.131591796875,37.65289306640625,37.69403076171875,1264.7854354783933,0.7699123624744865,0.8878860031522215,0.7513469272971792
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FMD(18).jpeg,defective,1,63.18902587890625,52.92730712890625,43.8953857421875,1448.508925631502,0.5937856688820954,0.8474428660479908,0.5500750340584667
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FMD(19).jpeg,defective,1,96.505859375,91.56414794921875,88.900390625,4079.3746472650987,0.41023643258012715,0.7231077238783,0.36652664657496153
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FMD(20).jpeg,defective,1,65.91571044921875,65.66876220703125,66.123779296875,2162.4466616047,0.5056526002075894,0.7998476908301796,0.4737549908866245
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FMD(21).jpg,defective,1,91.18218994140625,82.58868408203125,70.99481201171875,4425.692239866858,0.42681327335779495,0.6899100412866517,0.387552477439361
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FMD(22).jpg,defective,1,70.60284423828125,72.96636962890625,70.00506591796875,6531.134836004053,0.45216187454080914,0.5437774168304257,0.4416470971819389
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FMD(23).jpg,defective,1,50.88067626953125,47.4840087890625,41.12847900390625,2024.3619775635495,0.6654733905998167,0.8107952033816549,0.6412639820493456
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FMD(24).jpg,defective,1,56.68182373046875,50.7200927734375,46.96417236328125,2881.242415724564,0.6348447974754582,0.756657263897206,0.6202668814321904
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FMD(25).jpg,defective,1,40.0252685546875,34.05743408203125,31.95751953125,1182.4621134083563,0.66208462912381,0.812522661756984,0.6404912048435272
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FMD(26).jpg,defective,1,57.73248291015625,56.26446533203125,55.33624267578125,6756.185625538634,0.5625558883074002,0.501225453742337,0.5430419941103458
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FMD(27).jpeg,defective,1,46.9739990234375,41.70880126953125,35.9525146484375,3611.6918657121946,0.6523138559029342,0.636689793370012,0.6432216274330268
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FMD(28).jpeg,defective,1,91.90185546875,85.8876953125,53.71875,2609.2647124699783,0.4067278389766526,0.7811459667053974,0.3789938409784332
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FMD(29).jpeg,defective,1,98.9202880859375,91.62554931640625,88.08648681640625,1267.1428190611148,0.4212000746547457,0.8861783158450175,0.33945180747623044
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FMD(30).jpeg,defective,1,52.2724609375,52.36932373046875,55.31573486328125,2003.540238640252,0.6228428903994958,0.7923917997422169,0.5724275401293599
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FMD(7).jpg,defective,1,69.1337890625,59.687744140625,52.8177490234375,1619.6949612302997,0.6349618999487625,0.8895982846833439,0.6088533039776817
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FMD(8).jpg,defective,1,74.93670654296875,79.18316650390625,72.22576904296875,2308.7643842640014,0.41535076556633405,0.760742078667814,0.3636133358658696
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FMD(9).jpg,defective,1,51.008056640625,50.6854248046875,50.68359375,1515.3065279383834,0.7291491285142851,0.9009386773859444,0.7043931983564943
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augmented_fmdf_0.jpg,defective,1,68.3280029296875,58.16827392578125,51.18536376953125,1226.7028644695042,0.6285385935443637,0.9076492303755196,0.5977832699349138
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augmented_fmdf_1.jpg,defective,1,85.89434814453125,83.6572265625,79.0577392578125,2525.104704419354,0.5856247395748175,0.8692375984237944,0.5211491749744049
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augmented_fmdf_10.jpg,defective,1,47.3704833984375,42.363037109375,39.06243896484375,2546.0146082052447,0.6535549471149588,0.7305654434341396,0.6395134881585701
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|
|
|
|||
|
|
|
@ -28,7 +28,7 @@
|
|||
|
||||
<!-- Main Features -->
|
||||
<div class="row g-4 mb-5 justify-content-center">
|
||||
<div class="col-md-5">
|
||||
<div class="col-md-5 mb-3">
|
||||
<div class="card h-100 border-0 shadow">
|
||||
<div class="card-body text-center p-4">
|
||||
<div class="feature-icon bg-success text-white rounded-circle mb-3">
|
||||
|
|
@ -55,7 +55,7 @@
|
|||
</div>
|
||||
|
||||
<!-- Cara Kerja -->
|
||||
<div class="row mb-5">
|
||||
<div class="row mb-5 mt-3">
|
||||
<div class="col-12">
|
||||
<h2 class="text-center mb-4">Cara Kerja Sistem</h2>
|
||||
<div class="row">
|
||||
|
|
|
|||
|
|
@ -2,12 +2,38 @@ import os
|
|||
import joblib
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
import cv2
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.preprocessing import StandardScaler, LabelEncoder
|
||||
import matplotlib.pyplot as plt
|
||||
from utils.preprocessing import preprocess_image, preprocess_pipeline
|
||||
from utils.feature_extraction import FeatureExtractor
|
||||
|
||||
|
||||
def _save_preprocessed_training_images(img_path, class_name, original_filename, img_resized, gray_processed,
|
||||
resize_dir, threshold_dir):
|
||||
"""Save resized and thresholded training images for later inspection."""
|
||||
os.makedirs(resize_dir, exist_ok=True)
|
||||
os.makedirs(threshold_dir, exist_ok=True)
|
||||
|
||||
base_name, ext = os.path.splitext(original_filename)
|
||||
safe_base = f"{class_name}_{base_name}" if class_name else base_name
|
||||
safe_base = safe_base.replace(' ', '_')
|
||||
ext = ext.lower() if ext else '.png'
|
||||
|
||||
resized_path = os.path.join(resize_dir, f"{safe_base}{ext}")
|
||||
threshold_path = os.path.join(threshold_dir, f"{safe_base}{ext}")
|
||||
|
||||
try:
|
||||
cv2.imwrite(resized_path, img_resized)
|
||||
except Exception as e:
|
||||
print(f" ⚠️ Gagal menyimpan resized training image {img_path}: {e}")
|
||||
|
||||
try:
|
||||
cv2.imwrite(threshold_path, gray_processed)
|
||||
except Exception as e:
|
||||
print(f" ⚠️ Gagal menyimpan threshold training image {img_path}: {e}")
|
||||
|
||||
def prepare_dataset(data_dir='dataset'):
|
||||
"""
|
||||
Prepare dataset from directory structure using enhanced preprocessing pipeline
|
||||
|
|
@ -23,6 +49,9 @@ def prepare_dataset(data_dir='dataset'):
|
|||
'healthy': 'sehat',
|
||||
'sick': 'sakit'
|
||||
}
|
||||
|
||||
resize_dir = os.path.join('uploads', 'resize')
|
||||
threshold_dir = os.path.join('uploads', 'threshold')
|
||||
|
||||
for class_name, label in class_dirs.items():
|
||||
class_dir = os.path.join(data_dir, class_name)
|
||||
|
|
@ -34,9 +63,20 @@ def prepare_dataset(data_dir='dataset'):
|
|||
if img_file.lower().endswith(('.jpg', '.jpeg', '.png', '.bmp')):
|
||||
img_path = os.path.join(class_dir, img_file)
|
||||
try:
|
||||
_, img_resized, _ = preprocess_image(img_path, target_size=(128, 128))
|
||||
# Use threshold-based preprocessing pipeline
|
||||
# Returns: img_rgb (for RGB features), gray_processed (for GLCM)
|
||||
img_rgb, gray_eq = preprocess_pipeline(img_path, target_size=(128, 128))
|
||||
|
||||
_save_preprocessed_training_images(
|
||||
img_path=img_path,
|
||||
class_name=class_name,
|
||||
original_filename=img_file,
|
||||
img_resized=img_resized,
|
||||
gray_processed=gray_eq,
|
||||
resize_dir=resize_dir,
|
||||
threshold_dir=threshold_dir,
|
||||
)
|
||||
|
||||
# Extract features (RGB averages + GLCM dari preprocessing pipeline)
|
||||
img_features = extractor.extract_all_features(img_rgb, gray_eq)
|
||||
|
|
|
|||
Loading…
Reference in New Issue