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fix

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livindra 2026-05-05 05:45:36 +07:00
parent bf5f3dfe7f
commit f6d70b44ed
3 changed files with 67 additions and 67 deletions
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features/data_test.csv
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@ -1,4 +1,6 @@
image_name,label_name,label,avg_red,avg_green,avg_blue,contrast,homogeneity,correlation,energy
Healthy (29).jpg,normal,0,38.26141357421875,37.37353515625,36.12744140625,1375.900070241906,0.8564597118356718,0.9076873284220274,0.8316132560236419
Healthy (95).jpg,normal,0,116.6544189453125,108.01556396484375,95.7125244140625,2639.1888915402874,0.5144186750490266,0.885222541677552,0.45146488814132785
air_liur_12h.jpg,normal,0,28.0606689453125,28.48687744140625,27.1719970703125,2718.0165872536786,0.8364354350429116,0.7368102194714145,0.8235741121215968
air_liur_1h.jpg,normal,0,107.8831787109375,92.25640869140625,57.67578125,1057.1871091616208,0.4025787648832689,0.8946021403572079,0.2907755356594676
air_liur_5h.jpg,normal,0,38.865234375,35.009033203125,28.94757080078125,1125.4364354938803,0.5850194864245984,0.7459059889548558,0.5533045177927906
@ -6,39 +8,37 @@ augmented_healthyf_107.jpg,normal,0,12.859130859375,13.083251953125,12.716491699
augmented_healthyf_109.jpg,normal,0,67.1448974609375,65.0955810546875,59.59539794921875,2406.7418223232685,0.5678815775268374,0.816570659295464,0.5471936533076194
augmented_healthyf_120.jpg,normal,0,93.9176025390625,88.801025390625,84.21783447265625,949.4897725479414,0.35760621418005084,0.8851606269446273,0.26395981147474173
augmented_healthyf_121.jpg,normal,0,86.966796875,81.22918701171875,74.23321533203125,1159.2603712165053,0.33397589089752927,0.8273208831826943,0.24062717174495526
augmented_healthyf_135.jpg,normal,0,84.6258544921875,86.6866455078125,75.5869140625,3025.428505881544,0.5547713316985482,0.8485607068428137,0.5363382388197556
augmented_healthyf_136.jpg,normal,0,29.81982421875,29.81768798828125,27.61932373046875,1419.9608481131,0.6650600871245955,0.7081196501005139,0.6535094345162221
augmented_healthyf_137.jpg,normal,0,14.93658447265625,15.23382568359375,14.8734130859375,1787.1687320969625,0.844393503749041,0.5528182886403643,0.8423099496876999
augmented_healthyf_148.jpg,normal,0,56.299560546875,59.013916015625,55.92877197265625,3977.1143270510506,0.6659605507946121,0.764808314700702,0.6408488803807276
augmented_healthyf_155.jpg,normal,0,49.302978515625,42.56048583984375,36.37158203125,1842.8599127988828,0.5362985889029749,0.6984176213362585,0.49662872693808197
augmented_healthyf_158.jpg,normal,0,45.73345947265625,46.354248046875,46.32244873046875,3447.8019819990222,0.7673922547595629,0.7823352526196725,0.7441830830665005
augmented_healthyf_160.jpg,normal,0,102.580810546875,85.5166015625,55.4775390625,1046.3565307049525,0.4443296398957981,0.9028718978272273,0.34206181839951383
augmented_healthyf_161.jpg,normal,0,15.84442138671875,15.87200927734375,15.1146240234375,1602.1389306187727,0.8882069870554753,0.6953367388926578,0.8843312020215061
augmented_healthyf_139.jpg,normal,0,64.03643798828125,61.98211669921875,57.20904541015625,2226.449247903912,0.5983904656254683,0.8350841993436156,0.5791465041774432
augmented_healthyf_14.jpg,normal,0,42.504638671875,35.98724365234375,29.75640869140625,2338.409334599671,0.545029518014188,0.5660561860934739,0.5220891102720221
augmented_healthyf_152.jpg,normal,0,27.61578369140625,27.93707275390625,26.90155029296875,2127.897058738015,0.860368345251572,0.7985680850802245,0.8455607843810077
augmented_healthyf_16.jpg,normal,0,33.39727783203125,33.122802734375,30.6710205078125,1449.724817096472,0.6457443461117479,0.7341381580485628,0.6328015157235215
augmented_healthyf_162.jpg,normal,0,26.30438232421875,24.33197021484375,21.0955810546875,2258.8342801410695,0.7834171580207735,0.6500941889171303,0.7736485850776457
augmented_healthyf_169.jpg,normal,0,78.755859375,76.11883544921875,70.219482421875,2839.6761182480154,0.5065493770093744,0.8032887185449433,0.4817295416160152
augmented_healthyf_2.jpg,normal,0,51.91278076171875,49.82440185546875,44.8193359375,2986.71382989291,0.5718081947689957,0.7014275160761715,0.5439271506231139
augmented_healthyf_26.jpg,normal,0,64.94134521484375,63.7462158203125,60.3350830078125,2943.7595714874697,0.4973854258190938,0.7142724702124109,0.45694316515328787
augmented_healthyf_27.jpg,normal,0,73.72344970703125,71.176025390625,66.75335693359375,2733.1784326244288,0.44912460710908314,0.7354127493755915,0.3966987885222755
augmented_healthyf_166.jpg,normal,0,35.2481689453125,34.2960205078125,31.43695068359375,1860.0630745973351,0.6670905381274541,0.7264419718580579,0.6555533055842447
augmented_healthyf_17.jpg,normal,0,13.36212158203125,13.58575439453125,13.21563720703125,1683.0189469126392,0.8597379431340607,0.5337585827330162,0.857971394036357
augmented_healthyf_171.jpg,normal,0,48.08953857421875,44.04364013671875,40.32623291015625,1247.021324312796,0.5236146190910663,0.7780323119685861,0.48728740898266415
augmented_healthyf_179.jpg,normal,0,50.5711669921875,48.814208984375,45.36004638671875,1534.6610803718324,0.6429723200227812,0.8437795305573074,0.6067919373253753
augmented_healthyf_29.jpg,normal,0,52.38519287109375,50.580078125,47.1275634765625,1224.2264070405386,0.6291959780067711,0.8700790342900685,0.5916772435117987
augmented_healthyf_30.jpg,normal,0,75.564453125,74.0263671875,72.21099853515625,2125.0884136358445,0.4795848320555743,0.804489489339615,0.41920447284693246
augmented_healthyf_31.jpg,normal,0,37.10516357421875,37.736328125,37.20013427734375,2569.493296905011,0.7158389481283988,0.7157084627888666,0.697736007011513
augmented_healthyf_32.jpg,normal,0,36.15045166015625,35.1856689453125,32.8392333984375,2850.404385094165,0.7435878457152681,0.7140155191589055,0.7220604794500053
augmented_healthyf_35.jpg,normal,0,54.86376953125,46.564453125,39.00006103515625,1703.3002244690772,0.46011690783096665,0.6761490062770408,0.41645282983031656
augmented_healthyf_36.jpg,normal,0,20.816162109375,20.3389892578125,19.01934814453125,1682.5238052311313,0.829145651943473,0.7023989580578552,0.82193373053236
augmented_healthyf_38.jpg,normal,0,44.2755126953125,44.843017578125,44.82122802734375,3541.0979361229533,0.7663027785406117,0.7697111371779263,0.7457280082264036
augmented_healthyf_4.jpg,normal,0,55.7392578125,50.21246337890625,44.279296875,1602.999139490751,0.5188048028737077,0.7672089018072881,0.47171862774610784
augmented_healthyf_40.jpg,normal,0,101.982421875,85.7574462890625,55.001953125,980.8953777547632,0.4382382530512648,0.9059693011799793,0.33199825052783183
augmented_healthyf_45.jpg,normal,0,96.30035400390625,98.74420166015625,85.4293212890625,3662.2764747312954,0.4743050051386533,0.8104688240458384,0.4567960536749736
augmented_healthyf_46.jpg,normal,0,34.4996337890625,33.75616455078125,31.14129638671875,1661.87169188556,0.6758426460213783,0.7420775129334315,0.6634622210117327
augmented_healthyf_48.jpg,normal,0,65.96392822265625,72.78729248046875,46.38189697265625,3496.4409318778876,0.6183690235822366,0.8083676628961952,0.6028570513575798
augmented_healthyf_5.jpg,normal,0,53.37957763671875,45.628173828125,38.47772216796875,1754.440400348847,0.4865716340365938,0.6835500768677901,0.4434481667373251
augmented_healthyf_52.jpg,normal,0,67.2359619140625,68.85125732421875,60.2115478515625,1913.134218663101,0.6827712654104984,0.8976369783577994,0.644552447925089
augmented_healthyf_60.jpg,normal,0,92.02886962890625,86.5462646484375,81.50860595703125,1196.3323574301548,0.3570356314750461,0.854338379831436,0.26817273433070254
augmented_healthyf_41.jpg,normal,0,13.77593994140625,13.65057373046875,13.0145263671875,1456.5462094339837,0.8944227855861976,0.6611014045093636,0.8913113701806176
augmented_healthyf_50.jpg,normal,0,89.15167236328125,88.4659423828125,79.40081787109375,2897.837211929165,0.4430884798404266,0.8070164229428735,0.42340172720375224
augmented_healthyf_55.jpg,normal,0,40.68731689453125,36.93841552734375,30.6837158203125,1104.0864905857964,0.5664167717017398,0.7566741183578675,0.5325486867157316
augmented_healthyf_56.jpg,normal,0,60.99017333984375,61.02081298828125,58.18023681640625,3244.4610020744854,0.5463205779386999,0.706943666073551,0.5090816711651381
augmented_healthyf_58.jpg,normal,0,55.78533935546875,59.1370849609375,56.12542724609375,4594.4900751275745,0.6922610676904163,0.7452066159105487,0.6597407793692683
augmented_healthyf_59.jpg,normal,0,53.4368896484375,51.677734375,48.14166259765625,1454.9791773890622,0.6261588766077232,0.8541566260190278,0.5870363678584735
augmented_healthyf_61.jpg,normal,0,88.04046630859375,82.73046875,75.29608154296875,1657.915520630722,0.3172978440586815,0.7527508993332518,0.22453811361496465
augmented_healthyf_64.jpg,normal,0,48.80706787109375,43.77001953125,38.194091796875,1574.4156434242598,0.5801032780365463,0.7564930024966504,0.5365333945696293
augmented_healthyf_72.jpg,normal,0,48.8846435546875,43.56536865234375,37.1591796875,2731.1429997217747,0.5454853674023041,0.6253510328632589,0.5154264029478796
augmented_healthyf_70.jpg,normal,0,98.85198974609375,84.5867919921875,55.24261474609375,894.0513933878674,0.4441807771495094,0.9151135922886643,0.3428911150770913
augmented_healthyf_71.jpg,normal,0,15.559326171875,15.23980712890625,14.7474365234375,1494.3519939490834,0.8725483382288206,0.6782548044998357,0.8684788624342992
augmented_healthyf_74.jpg,normal,0,44.4544677734375,37.51239013671875,30.94580078125,2337.280250281942,0.5259535064358071,0.5711186556336237,0.5017847498647954
augmented_healthyf_76.jpg,normal,0,39.3375244140625,38.107421875,34.8524169921875,2054.703230325785,0.6553752016998137,0.7384701641416226,0.64292646362504
augmented_healthyf_83.jpg,normal,0,97.5738525390625,98.0606689453125,96.4912109375,4001.9095082350527,0.4593305814825704,0.7876593035006846,0.42022750310534596
augmented_healthyf_82.jpg,normal,0,68.59234619140625,70.15057373046875,62.5589599609375,2413.163877702826,0.6581775656190693,0.8704216892700601,0.6244315887519926
augmented_healthyf_84.jpg,normal,0,93.16162109375,92.97247314453125,91.071533203125,4235.473054385809,0.5028095378883878,0.7913099252379977,0.4692168716039778
augmented_healthyf_94.jpg,normal,0,46.6632080078125,42.34619140625,37.4678955078125,1709.5568729537983,0.6054223996001673,0.7531883076884451,0.5663389580084899
augmented_healthyf_99.jpg,normal,0,32.836181640625,32.9483642578125,32.52496337890625,3684.3812575664765,0.7857418079415851,0.662913150906498,0.7763909472036238
augmented_healthyf_86.jpg,normal,0,62.163818359375,60.66607666015625,57.3408203125,2870.882639685264,0.5185176013271808,0.7133148961490897,0.47937535084417293
augmented_healthyf_92.jpg,normal,0,45.1497802734375,43.7578125,40.3544921875,3015.8092065221003,0.6623400179186877,0.724297305564558,0.6358015136255415
augmented_healthyf_93.jpg,normal,0,25.890625,26.14093017578125,23.95086669921875,2002.1333583580838,0.8700844044728399,0.7985232348831732,0.8552726700380625
FMD (1).jpg,defective,1,38.690185546875,16.45782470703125,14.77349853515625,291.66202623095415,0.7123095662053994,0.8979624627304895,0.6815295377313992
FMD (3).jpeg,defective,1,106.60760498046875,93.19256591796875,65.94183349609375,2278.4660730599276,0.41932394015894986,0.852247540315271,0.3797525853141366
FMD (5).jpg,defective,1,120.1085205078125,104.6903076171875,90.0108642578125,3316.622931582351,0.33647957464387734,0.7545235163447345,0.2840248002649335

1 image_name label_name label avg_red avg_green avg_blue contrast homogeneity correlation energy
2 Healthy (29).jpg normal 0 38.26141357421875 37.37353515625 36.12744140625 1375.900070241906 0.8564597118356718 0.9076873284220274 0.8316132560236419
3 Healthy (95).jpg normal 0 116.6544189453125 108.01556396484375 95.7125244140625 2639.1888915402874 0.5144186750490266 0.885222541677552 0.45146488814132785
4 air_liur_12h.jpg normal 0 28.0606689453125 28.48687744140625 27.1719970703125 2718.0165872536786 0.8364354350429116 0.7368102194714145 0.8235741121215968
5 air_liur_1h.jpg normal 0 107.8831787109375 92.25640869140625 57.67578125 1057.1871091616208 0.4025787648832689 0.8946021403572079 0.2907755356594676
6 air_liur_5h.jpg normal 0 38.865234375 35.009033203125 28.94757080078125 1125.4364354938803 0.5850194864245984 0.7459059889548558 0.5533045177927906
8 augmented_healthyf_109.jpg normal 0 67.1448974609375 65.0955810546875 59.59539794921875 2406.7418223232685 0.5678815775268374 0.816570659295464 0.5471936533076194
9 augmented_healthyf_120.jpg normal 0 93.9176025390625 88.801025390625 84.21783447265625 949.4897725479414 0.35760621418005084 0.8851606269446273 0.26395981147474173
10 augmented_healthyf_121.jpg normal 0 86.966796875 81.22918701171875 74.23321533203125 1159.2603712165053 0.33397589089752927 0.8273208831826943 0.24062717174495526
augmented_healthyf_135.jpg normal 0 84.6258544921875 86.6866455078125 75.5869140625 3025.428505881544 0.5547713316985482 0.8485607068428137 0.5363382388197556
11 augmented_healthyf_136.jpg normal 0 29.81982421875 29.81768798828125 27.61932373046875 1419.9608481131 0.6650600871245955 0.7081196501005139 0.6535094345162221
12 augmented_healthyf_137.jpg augmented_healthyf_139.jpg normal 0 14.93658447265625 64.03643798828125 15.23382568359375 61.98211669921875 14.8734130859375 57.20904541015625 1787.1687320969625 2226.449247903912 0.844393503749041 0.5983904656254683 0.5528182886403643 0.8350841993436156 0.8423099496876999 0.5791465041774432
13 augmented_healthyf_148.jpg augmented_healthyf_14.jpg normal 0 56.299560546875 42.504638671875 59.013916015625 35.98724365234375 55.92877197265625 29.75640869140625 3977.1143270510506 2338.409334599671 0.6659605507946121 0.545029518014188 0.764808314700702 0.5660561860934739 0.6408488803807276 0.5220891102720221
14 augmented_healthyf_155.jpg augmented_healthyf_152.jpg normal 0 49.302978515625 27.61578369140625 42.56048583984375 27.93707275390625 36.37158203125 26.90155029296875 1842.8599127988828 2127.897058738015 0.5362985889029749 0.860368345251572 0.6984176213362585 0.7985680850802245 0.49662872693808197 0.8455607843810077
15 augmented_healthyf_158.jpg augmented_healthyf_16.jpg normal 0 45.73345947265625 33.39727783203125 46.354248046875 33.122802734375 46.32244873046875 30.6710205078125 3447.8019819990222 1449.724817096472 0.7673922547595629 0.6457443461117479 0.7823352526196725 0.7341381580485628 0.7441830830665005 0.6328015157235215
augmented_healthyf_160.jpg normal 0 102.580810546875 85.5166015625 55.4775390625 1046.3565307049525 0.4443296398957981 0.9028718978272273 0.34206181839951383
augmented_healthyf_161.jpg normal 0 15.84442138671875 15.87200927734375 15.1146240234375 1602.1389306187727 0.8882069870554753 0.6953367388926578 0.8843312020215061
16 augmented_healthyf_162.jpg normal 0 26.30438232421875 24.33197021484375 21.0955810546875 2258.8342801410695 0.7834171580207735 0.6500941889171303 0.7736485850776457
17 augmented_healthyf_169.jpg augmented_healthyf_166.jpg normal 0 78.755859375 35.2481689453125 76.11883544921875 34.2960205078125 70.219482421875 31.43695068359375 2839.6761182480154 1860.0630745973351 0.5065493770093744 0.6670905381274541 0.8032887185449433 0.7264419718580579 0.4817295416160152 0.6555533055842447
18 augmented_healthyf_2.jpg augmented_healthyf_17.jpg normal 0 51.91278076171875 13.36212158203125 49.82440185546875 13.58575439453125 44.8193359375 13.21563720703125 2986.71382989291 1683.0189469126392 0.5718081947689957 0.8597379431340607 0.7014275160761715 0.5337585827330162 0.5439271506231139 0.857971394036357
19 augmented_healthyf_26.jpg augmented_healthyf_171.jpg normal 0 64.94134521484375 48.08953857421875 63.7462158203125 44.04364013671875 60.3350830078125 40.32623291015625 2943.7595714874697 1247.021324312796 0.4973854258190938 0.5236146190910663 0.7142724702124109 0.7780323119685861 0.45694316515328787 0.48728740898266415
20 augmented_healthyf_27.jpg augmented_healthyf_179.jpg normal 0 73.72344970703125 50.5711669921875 71.176025390625 48.814208984375 66.75335693359375 45.36004638671875 2733.1784326244288 1534.6610803718324 0.44912460710908314 0.6429723200227812 0.7354127493755915 0.8437795305573074 0.3966987885222755 0.6067919373253753
21 augmented_healthyf_29.jpg normal 0 52.38519287109375 50.580078125 47.1275634765625 1224.2264070405386 0.6291959780067711 0.8700790342900685 0.5916772435117987
22 augmented_healthyf_30.jpg augmented_healthyf_35.jpg normal 0 75.564453125 54.86376953125 74.0263671875 46.564453125 72.21099853515625 39.00006103515625 2125.0884136358445 1703.3002244690772 0.4795848320555743 0.46011690783096665 0.804489489339615 0.6761490062770408 0.41920447284693246 0.41645282983031656
23 augmented_healthyf_31.jpg augmented_healthyf_36.jpg normal 0 37.10516357421875 20.816162109375 37.736328125 20.3389892578125 37.20013427734375 19.01934814453125 2569.493296905011 1682.5238052311313 0.7158389481283988 0.829145651943473 0.7157084627888666 0.7023989580578552 0.697736007011513 0.82193373053236
24 augmented_healthyf_32.jpg augmented_healthyf_38.jpg normal 0 36.15045166015625 44.2755126953125 35.1856689453125 44.843017578125 32.8392333984375 44.82122802734375 2850.404385094165 3541.0979361229533 0.7435878457152681 0.7663027785406117 0.7140155191589055 0.7697111371779263 0.7220604794500053 0.7457280082264036
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62
features/data_train.csv
View File

@ -1,4 +1,12 @@
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1 image_name label_name label avg_red avg_green avg_blue contrast homogeneity correlation energy
2 Healthy (113).jpg normal 0 91.4095458984375 81.49993896484375 70.64599609375 2562.2234502639276 0.57916373860317 0.864275723442967 0.533285887045202
3 Healthy (121).jpg normal 0 136.635498046875 126.10467529296875 114.12384033203125 1826.4932107525692 0.4316802557935224 0.9091483817644903 0.3499722046223668
4 Healthy (128).jpg normal 0 107.13665771484375 100.85638427734375 92.64324951171875 3361.370952537756 0.5259363538628051 0.8543271077732992 0.4704870003001884
5 Healthy (145).jpg normal 0 85.27362060546875 84.79168701171875 84.5081787109375 4264.788856349058 0.6697993123525897 0.8171737912839339 0.5598991388256752
6 Healthy (30).jpg normal 0 165.2357177734375 159.8819580078125 142.93743896484375 2016.3134132138036 0.17309106699161667 0.7591831066567781 0.0949885930885382
7 Healthy (32).jpg normal 0 102.9737548828125 98.2760009765625 87.05682373046875 1873.0004138541344 0.4724493431921335 0.8861738839177332 0.4190445833637256
8 Healthy (35).jpg normal 0 131.1514892578125 123.7193603515625 107.847900390625 1920.7350720951326 0.36889730455013464 0.8891876710863024 0.3181628799799524
9 Healthy (93).jpg normal 0 129.3099365234375 131.3238525390625 133.69439697265625 2369.8975389274015 0.4938475578982324 0.8723338751204407 0.3099478892000712
10 air_liur_10h.jpg normal 0 75.7664794921875 73.57672119140625 70.9666748046875 2120.8227967286684 0.4760681886712724 0.7994709473179401 0.4171646066072316
11 air_liur_11h.jpg normal 0 36.6612548828125 37.13323974609375 36.384765625 2832.6861882687413 0.7163766123914082 0.6883697719735492 0.6999500731903341
12 air_liur_13h.jpg normal 0 29.36676025390625 29.79925537109375 28.11767578125 2367.4517339194103 0.8719863204518222 0.798072720968691 0.8470849483887996
67 augmented_healthyf_132.jpg normal 0 60.05926513671875 52.929931640625 45.11846923828125 2146.110290565977 0.4444643724142972 0.6842819564925738 0.400961803847754
68 augmented_healthyf_133.jpg normal 0 33.0657958984375 29.63092041015625 24.5042724609375 2250.0158902628373 0.7151113653786547 0.6655596663358988 0.7013912231774116
69 augmented_healthyf_134.jpg normal 0 35.7091064453125 30.98260498046875 26.1007080078125 2644.374870638558 0.6381290912854833 0.5599913515339237 0.6202766348306722
augmented_healthyf_138.jpg normal 0 72.05548095703125 79.267578125 50.88812255859375 3872.705955252972 0.590266817059426 0.8015536405172655 0.5728553472347487
augmented_healthyf_139.jpg normal 0 64.03643798828125 61.98211669921875 57.20904541015625 2226.449247903912 0.5983904656254683 0.8350841993436156 0.5791465041774432
augmented_healthyf_14.jpg normal 0 42.504638671875 35.98724365234375 29.75640869140625 2338.409334599671 0.545029518014188 0.5660561860934739 0.5220891102720221
70 augmented_healthyf_140.jpg normal 0 79.06121826171875 78.33856201171875 69.887451171875 2335.2799169249424 0.5098577706310069 0.8440481305922725 0.49292407286266643
71 augmented_healthyf_141.jpg normal 0 40.82452392578125 37.6578369140625 35.12554931640625 1226.8101400246617 0.5755155343158879 0.7688667593417627 0.5453630168627636
72 augmented_healthyf_142.jpg normal 0 61.81390380859375 63.28790283203125 56.0596923828125 2338.9237518923806 0.7009992955759152 0.8704880847668868 0.667365756351431
augmented_healthyf_143.jpg normal 0 91.5589599609375 90.6767578125 90.2491455078125 3264.0514010692373 0.5000882460471613 0.8251726775262989 0.46350300754333457
augmented_healthyf_144.jpg normal 0 91.84918212890625 92.1722412109375 90.34326171875 4628.757578060672 0.5069571110352079 0.772458572543393 0.4728273562289202
73 augmented_healthyf_145.jpg normal 0 38.26104736328125 34.37200927734375 28.44818115234375 940.6533655221424 0.5684430756493161 0.766322345421805 0.5332983495737157
74 augmented_healthyf_146.jpg normal 0 60.65277099609375 60.31121826171875 57.27783203125 3288.4292404296452 0.5402085517508648 0.6982440740941277 0.5036653160409993
75 augmented_healthyf_147.jpg normal 0 72.85186767578125 70.35498046875 66.23321533203125 2568.9912567867846 0.43948887028689093 0.7348914429728048 0.3874504447402934
76 augmented_healthyf_148.jpg normal 0 56.299560546875 59.013916015625 55.92877197265625 3977.1143270510506 0.6659605507946121 0.764808314700702 0.6408488803807276
77 augmented_healthyf_149.jpg normal 0 50.90155029296875 49.10552978515625 45.42279052734375 1262.3450825340658 0.6377050138006527 0.8676135362946842 0.6008968911708629
78 augmented_healthyf_15.jpg normal 0 95.42742919921875 97.86590576171875 84.6546630859375 3486.152857917926 0.5003304084343607 0.830530691735059 0.4791350455301134
79 augmented_healthyf_150.jpg normal 0 76.425537109375 74.4959716796875 72.36456298828125 1971.2785792103462 0.47837599958366556 0.8166898580587211 0.41680701317272634
80 augmented_healthyf_151.jpg normal 0 39.50616455078125 39.79534912109375 38.93695068359375 2389.2748741035625 0.7001417059434565 0.740437405654621 0.6797842717134301
augmented_healthyf_152.jpg normal 0 27.61578369140625 27.93707275390625 26.90155029296875 2127.897058738015 0.860368345251572 0.7985680850802245 0.8455607843810077
81 augmented_healthyf_153.jpg normal 0 24.67828369140625 24.87786865234375 22.62042236328125 1847.419328020411 0.8739491393539541 0.7997920650018185 0.8601840850218122
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20
features/dataset.csv
View File

@ -1,4 +1,14 @@
image_name,label_name,label,avg_red,avg_green,avg_blue,contrast,homogeneity,correlation,energy
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Healthy (95).jpg,normal,0,116.6544189453125,108.01556396484375,95.7125244140625,2639.1888915402874,0.5144186750490266,0.885222541677552,0.45146488814132785
air_liur_10h.jpg,normal,0,75.7664794921875,73.57672119140625,70.9666748046875,2120.8227967286684,0.4760681886712724,0.7994709473179401,0.4171646066072316
air_liur_11h.jpg,normal,0,36.6612548828125,37.13323974609375,36.384765625,2832.6861882687413,0.7163766123914082,0.6883697719735492,0.6999500731903341
air_liur_12h.jpg,normal,0,28.0606689453125,28.48687744140625,27.1719970703125,2718.0165872536786,0.8364354350429116,0.7368102194714145,0.8235741121215968
@ -66,17 +76,12 @@ augmented_healthyf_131.jpg,normal,0,15.60589599609375,15.29864501953125,14.78894
augmented_healthyf_132.jpg,normal,0,60.05926513671875,52.929931640625,45.11846923828125,2146.110290565977,0.4444643724142972,0.6842819564925738,0.400961803847754
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augmented_healthyf_136.jpg,normal,0,29.81982421875,29.81768798828125,27.61932373046875,1419.9608481131,0.6650600871245955,0.7081196501005139,0.6535094345162221
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augmented_healthyf_139.jpg,normal,0,64.03643798828125,61.98211669921875,57.20904541015625,2226.449247903912,0.5983904656254683,0.8350841993436156,0.5791465041774432
augmented_healthyf_14.jpg,normal,0,42.504638671875,35.98724365234375,29.75640869140625,2338.409334599671,0.545029518014188,0.5660561860934739,0.5220891102720221
augmented_healthyf_140.jpg,normal,0,79.06121826171875,78.33856201171875,69.887451171875,2335.2799169249424,0.5098577706310069,0.8440481305922725,0.49292407286266643
augmented_healthyf_141.jpg,normal,0,40.82452392578125,37.6578369140625,35.12554931640625,1226.8101400246617,0.5755155343158879,0.7688667593417627,0.5453630168627636
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augmented_healthyf_143.jpg,normal,0,91.5589599609375,90.6767578125,90.2491455078125,3264.0514010692373,0.5000882460471613,0.8251726775262989,0.46350300754333457
augmented_healthyf_144.jpg,normal,0,91.84918212890625,92.1722412109375,90.34326171875,4628.757578060672,0.5069571110352079,0.772458572543393,0.4728273562289202
augmented_healthyf_145.jpg,normal,0,38.26104736328125,34.37200927734375,28.44818115234375,940.6533655221424,0.5684430756493161,0.766322345421805,0.5332983495737157
augmented_healthyf_146.jpg,normal,0,60.65277099609375,60.31121826171875,57.27783203125,3288.4292404296452,0.5402085517508648,0.6982440740941277,0.5036653160409993
augmented_healthyf_147.jpg,normal,0,72.85186767578125,70.35498046875,66.23321533203125,2568.9912567867846,0.43948887028689093,0.7348914429728048,0.3874504447402934
@ -99,16 +104,11 @@ augmented_healthyf_161.jpg,normal,0,15.84442138671875,15.87200927734375,15.11462
augmented_healthyf_162.jpg,normal,0,26.30438232421875,24.33197021484375,21.0955810546875,2258.8342801410695,0.7834171580207735,0.6500941889171303,0.7736485850776457
augmented_healthyf_163.jpg,normal,0,42.7635498046875,37.92047119140625,31.232421875,2578.6589585862616,0.6303211248998305,0.6557658278246355,0.6068771196272341
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1 image_name label_name label avg_red avg_green avg_blue contrast homogeneity correlation energy
2 Healthy (113).jpg normal 0 91.4095458984375 81.49993896484375 70.64599609375 2562.2234502639276 0.57916373860317 0.864275723442967 0.533285887045202
3 Healthy (121).jpg normal 0 136.635498046875 126.10467529296875 114.12384033203125 1826.4932107525692 0.4316802557935224 0.9091483817644903 0.3499722046223668
4 Healthy (128).jpg normal 0 107.13665771484375 100.85638427734375 92.64324951171875 3361.370952537756 0.5259363538628051 0.8543271077732992 0.4704870003001884
5 Healthy (145).jpg normal 0 85.27362060546875 84.79168701171875 84.5081787109375 4264.788856349058 0.6697993123525897 0.8171737912839339 0.5598991388256752
6 Healthy (29).jpg normal 0 38.26141357421875 37.37353515625 36.12744140625 1375.900070241906 0.8564597118356718 0.9076873284220274 0.8316132560236419
7 Healthy (30).jpg normal 0 165.2357177734375 159.8819580078125 142.93743896484375 2016.3134132138036 0.17309106699161667 0.7591831066567781 0.0949885930885382
8 Healthy (32).jpg normal 0 102.9737548828125 98.2760009765625 87.05682373046875 1873.0004138541344 0.4724493431921335 0.8861738839177332 0.4190445833637256
9 Healthy (35).jpg normal 0 131.1514892578125 123.7193603515625 107.847900390625 1920.7350720951326 0.36889730455013464 0.8891876710863024 0.3181628799799524
10 Healthy (93).jpg normal 0 129.3099365234375 131.3238525390625 133.69439697265625 2369.8975389274015 0.4938475578982324 0.8723338751204407 0.3099478892000712
11 Healthy (95).jpg normal 0 116.6544189453125 108.01556396484375 95.7125244140625 2639.1888915402874 0.5144186750490266 0.885222541677552 0.45146488814132785
12 air_liur_10h.jpg normal 0 75.7664794921875 73.57672119140625 70.9666748046875 2120.8227967286684 0.4760681886712724 0.7994709473179401 0.4171646066072316
13 air_liur_11h.jpg normal 0 36.6612548828125 37.13323974609375 36.384765625 2832.6861882687413 0.7163766123914082 0.6883697719735492 0.6999500731903341
14 air_liur_12h.jpg normal 0 28.0606689453125 28.48687744140625 27.1719970703125 2718.0165872536786 0.8364354350429116 0.7368102194714145 0.8235741121215968
76 augmented_healthyf_132.jpg normal 0 60.05926513671875 52.929931640625 45.11846923828125 2146.110290565977 0.4444643724142972 0.6842819564925738 0.400961803847754
77 augmented_healthyf_133.jpg normal 0 33.0657958984375 29.63092041015625 24.5042724609375 2250.0158902628373 0.7151113653786547 0.6655596663358988 0.7013912231774116
78 augmented_healthyf_134.jpg normal 0 35.7091064453125 30.98260498046875 26.1007080078125 2644.374870638558 0.6381290912854833 0.5599913515339237 0.6202766348306722
augmented_healthyf_135.jpg normal 0 84.6258544921875 86.6866455078125 75.5869140625 3025.428505881544 0.5547713316985482 0.8485607068428137 0.5363382388197556
79 augmented_healthyf_136.jpg normal 0 29.81982421875 29.81768798828125 27.61932373046875 1419.9608481131 0.6650600871245955 0.7081196501005139 0.6535094345162221
augmented_healthyf_137.jpg normal 0 14.93658447265625 15.23382568359375 14.8734130859375 1787.1687320969625 0.844393503749041 0.5528182886403643 0.8423099496876999
augmented_healthyf_138.jpg normal 0 72.05548095703125 79.267578125 50.88812255859375 3872.705955252972 0.590266817059426 0.8015536405172655 0.5728553472347487
80 augmented_healthyf_139.jpg normal 0 64.03643798828125 61.98211669921875 57.20904541015625 2226.449247903912 0.5983904656254683 0.8350841993436156 0.5791465041774432
81 augmented_healthyf_14.jpg normal 0 42.504638671875 35.98724365234375 29.75640869140625 2338.409334599671 0.545029518014188 0.5660561860934739 0.5220891102720221
82 augmented_healthyf_140.jpg normal 0 79.06121826171875 78.33856201171875 69.887451171875 2335.2799169249424 0.5098577706310069 0.8440481305922725 0.49292407286266643
83 augmented_healthyf_141.jpg normal 0 40.82452392578125 37.6578369140625 35.12554931640625 1226.8101400246617 0.5755155343158879 0.7688667593417627 0.5453630168627636
84 augmented_healthyf_142.jpg normal 0 61.81390380859375 63.28790283203125 56.0596923828125 2338.9237518923806 0.7009992955759152 0.8704880847668868 0.667365756351431
augmented_healthyf_143.jpg normal 0 91.5589599609375 90.6767578125 90.2491455078125 3264.0514010692373 0.5000882460471613 0.8251726775262989 0.46350300754333457
augmented_healthyf_144.jpg normal 0 91.84918212890625 92.1722412109375 90.34326171875 4628.757578060672 0.5069571110352079 0.772458572543393 0.4728273562289202
85 augmented_healthyf_145.jpg normal 0 38.26104736328125 34.37200927734375 28.44818115234375 940.6533655221424 0.5684430756493161 0.766322345421805 0.5332983495737157
86 augmented_healthyf_146.jpg normal 0 60.65277099609375 60.31121826171875 57.27783203125 3288.4292404296452 0.5402085517508648 0.6982440740941277 0.5036653160409993
87 augmented_healthyf_147.jpg normal 0 72.85186767578125 70.35498046875 66.23321533203125 2568.9912567867846 0.43948887028689093 0.7348914429728048 0.3874504447402934
104 augmented_healthyf_162.jpg normal 0 26.30438232421875 24.33197021484375 21.0955810546875 2258.8342801410695 0.7834171580207735 0.6500941889171303 0.7736485850776457
105 augmented_healthyf_163.jpg normal 0 42.7635498046875 37.92047119140625 31.232421875 2578.6589585862616 0.6303211248998305 0.6557658278246355 0.6068771196272341
106 augmented_healthyf_164.jpg normal 0 36.5174560546875 31.598876953125 26.47308349609375 2826.396568880779 0.6234539886874337 0.5161248897948493 0.6084928056518689
augmented_healthyf_165.jpg normal 0 94.22637939453125 96.8441162109375 83.05328369140625 3573.2891631691673 0.49076950291441435 0.8166424961362981 0.47249572367164894
107 augmented_healthyf_166.jpg normal 0 35.2481689453125 34.2960205078125 31.43695068359375 1860.0630745973351 0.6670905381274541 0.7264419718580579 0.6555533055842447
augmented_healthyf_167.jpg normal 0 11.5760498046875 11.74261474609375 11.3604736328125 1430.9126043653503 0.8754978652159034 0.5271792804520902 0.8739059084589896
augmented_healthyf_169.jpg normal 0 78.755859375 76.11883544921875 70.219482421875 2839.6761182480154 0.5065493770093744 0.8032887185449433 0.4817295416160152
108 augmented_healthyf_17.jpg normal 0 13.36212158203125 13.58575439453125 13.21563720703125 1683.0189469126392 0.8597379431340607 0.5337585827330162 0.857971394036357
augmented_healthyf_170.jpg normal 0 83.2039794921875 82.39776611328125 73.8238525390625 2746.3573788313456 0.48171129470432145 0.817477826882609 0.4641969389547074
109 augmented_healthyf_171.jpg normal 0 48.08953857421875 44.04364013671875 40.32623291015625 1247.021324312796 0.5236146190910663 0.7780323119685861 0.48728740898266415
110 augmented_healthyf_172.jpg normal 0 72.6121826171875 74.52777099609375 65.65380859375 2338.4827244382604 0.6401806357192644 0.8783685631529906 0.6029686082155306
111 augmented_healthyf_173.jpg normal 0 104.15814208984375 104.565185546875 103.4381103515625 4293.884939066801 0.43239687413278305 0.7762581368725318 0.38794466380385856
augmented_healthyf_174.jpg normal 0 98.39599609375 98.56280517578125 96.8515625 4478.48684945686 0.4829908931655485 0.7841493535286848 0.4462742478566007
112 augmented_healthyf_175.jpg normal 0 39.2359619140625 35.58197021484375 29.47882080078125 1011.9104023837881 0.5864550560171942 0.7747908890679732 0.5521328046699663
113 augmented_healthyf_176.jpg normal 0 65.32464599609375 64.90216064453125 61.579345703125 3136.732576328311 0.5296481094598958 0.7273157151257562 0.48529444101482677
114 augmented_healthyf_177.jpg normal 0 67.7152099609375 65.8311767578125 62.080322265625 3168.5012139503906 0.5068872803499037 0.7098800427983712 0.45863899642292744