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This commit is contained in:
Prayoga K. I. 2026-06-10 14:28:04 +07:00
parent c9936a90d5
commit d4b3a2d399
10 changed files with 2021 additions and 2018 deletions
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10
AGENTS.md
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@ -77,7 +77,7 @@ deteksi_PMK/
│ ├── __init__.py
│ ├── mysql_db.py # SQLAlchemy ORM — models, CRUD, seed data (916 baris)
│ ├── preprocessing.py # Validasi sapi + preprocessing pipeline (340 baris)
│ ├── feature_extraction.py # Ekstraksi fitur: RGB avg + HSV + GLCM + histogram + Hu (46 fitur)
│ ├── feature_extraction.py # Ekstraksi fitur: RGB avg + HSV + GLCM + histogram + Hu (44 fitur)
│ └── helpers.py # Load/save model, dataset prep, confidence estimation (237 baris)
│
├── templates/ # Jinja2 templates
@ -121,7 +121,7 @@ User upload gambar
│
▼
[feature_extraction.py] FeatureExtractor.extract_all_features()
→ 46 fitur: [RGB avg (3), HSV mean+std (6), GLCM (6), histogram 24, Hu (7)]
→ 44 fitur: [RGB avg (3), HSV mean+std (6), GLCM (4), histogram 24, Hu (7)]
│
▼
[helpers.py] scaler.transform() → [BINARY MODEL] predict()
@ -310,7 +310,7 @@ expert_rules_expert_symptoms
**Arsitektur Hierarchical (2-level):**
```
Input image → 46 fitur (RGB+HSV+GLCM+Histogram+Hu)
Input image → 44 fitur (RGB+HSV+GLCM+Histogram+Hu)
│
┌──────┴──────┐
▼ ▼
@ -350,12 +350,12 @@ Input image → 46 fitur (RGB+HSV+GLCM+Histogram+Hu)
| Parameter | Value |
| ----------------- | --------------------------------------------------------------------------- |
| **Features** | 46: avg_red, avg_green, avg_blue, hsv_h_mean, hsv_h_std, hsv_s_mean, hsv_s_std, hsv_v_mean, hsv_v_std, contrast, homogeneity, correlation, energy, dissimilarity, asm, 8-bin histogram × 3 channels (24), hu_moment_0..6 (7) |
| **Features** | 44: avg_red, avg_green, avg_blue, hsv_h_mean, hsv_h_std, hsv_s_mean, hsv_s_std, hsv_v_mean, hsv_v_std, contrast, homogeneity, correlation, energy, 8-bin histogram × 3 channels (24), hu_moment_0..6 (7) |
| **Image size** | 256×256 |
| **Preprocessing** | Otsu threshold, mask, resize |
| **Scaling** | StandardScaler |
| **Output** | Binary: `sehat` / `sakit`; Multi-class: `pmk_oral`, `pmk_podal`, `pmk_laktasi`, `pmk_akut_general`, ... |
| **Confidence** | Custom weighted neighbor, clipped 50.0–98.5% |
| **Confidence** | Custom weighted neighbor, clipped 50.0–89.5% |
| **Class detection** | Auto-detect all folders under `dataset/` — `healthy` → `sehat`, `pmk_*` → nama folder |
> **Jika menambah/mengubah fitur**, update:

402
features/data_test.csv
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@ -1,201 +1,201 @@
image_name,label_name,label,avg_red,avg_green,avg_blue,mean_hue,mean_saturation,mean_value,std_hue,std_saturation,std_value,contrast,homogeneity,correlation,energy,dissimilarity,ASM,hist_r_0,hist_r_1,hist_r_2,hist_r_3,hist_r_4,hist_r_5,hist_r_6,hist_r_7,hist_g_0,hist_g_1,hist_g_2,hist_g_3,hist_g_4,hist_g_5,hist_g_6,hist_g_7,hist_b_0,hist_b_1,hist_b_2,hist_b_3,hist_b_4,hist_b_5,hist_b_6,hist_b_7,hu_moment_1,hu_moment_2,hu_moment_3,hu_moment_4,hu_moment_5,hu_moment_6,hu_moment_7
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165 air_liur_17h.jpg sehat 1 27.444198608398438 25.7401123046875 23.439208984375 12.346343994140625 9.3272705078125 27.843276977539062 37.8984375 21.364238739013672 56.919071197509766 1249.3209806871926 0.7736528416069158 0.7831580115652889 0.7524830333629996 11.699640444816495 0.7952117919921875 0.5662744732778187 0.0 0.001556396484375 0.1209259033203125 0.0380859375 0.02850341796875 0.013641357421875 0.0020751953125 0.7952117919921875 0.0 0.0384521484375 0.093963623046875 0.035400390625 0.019989013671875 0.013214111328125 0.0037689208984375 0.7952117919921875 7.62939453125e-05 0.097137451171875 0.0474090576171875 0.02978515625 0.0160980224609375 0.0107269287109375 0.0035552978515625 2.6315048045474128 6.36077446935245 9.474427120178861 9.671002032933938 -9.999999999954088 -9.999695097117964 -9.999999999934042
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167 air_liur_25h.jpg sehat 1 39.12434387207031 37.70018005371094 34.21272277832031 21.194000244140625 13.562881469726562 40.45692443847656 50.965782165527344 25.109832763671875 68.28276824951172 1703.7724951685843 0.6811086981454322 0.7918870915969056 0.6653698404233048 17.139878362630906 0.721160888671875 0.4427795330916599 0.0 0.0338897705078125 0.0990142822265625 0.0638427734375 0.0327911376953125 0.0431060791015625 0.006195068359375 0.721160888671875 0.0 0.038421630859375 0.1130218505859375 0.0543975830078125 0.034454345703125 0.035125732421875 0.00341796875 0.721160888671875 0.0051727294921875 0.070648193359375 0.102325439453125 0.0413970947265625 0.04229736328125 0.0150299072265625 0.0019683837890625 2.714475917802928 6.572899584055388 8.524053167898748 8.821981040426365 -9.999999988284353 -9.997235226848186 -9.99999999618368
168 air_liur_30h.jpg sehat 1 72.95405578613281 74.63554382324219 66.16783142089844 33.95672607421875 13.459854125976562 75.52043151855469 56.46083068847656 24.982616424560547 102.07630920410156 1566.9232345016665 0.6718999864335825 0.9202000765625864 0.6176543051100919 13.128712801364726 0.6341400146484375 0.38150758115266514 0.0 0.0 0.00433349609375 0.0627899169921875 0.1018829345703125 0.0786285400390625 0.11822509765625 0.6341400146484375 0.0 0.0 0.001434326171875 0.05712890625 0.0952911376953125 0.0826568603515625 0.1293487548828125 0.6341552734375 0.000762939453125 0.007843017578125 0.034393310546875 0.1038665771484375 0.0787811279296875 0.044097900390625 0.096099853515625 2.8592211149371987 6.18253275852019 8.734852573156346 9.432033656423659 9.999999999674923 9.9998252048778 -9.999999999265581
169 air_liur_4h.jpg sehat 1 103.43827819824219 104.80653381347656 101.98602294921875 63.78070068359375 13.003585815429688 108.73834228515625 89.29907989501953 21.592147827148438 107.23241424560547 4590.933693958824 0.46708320057244496 0.7833902193481327 0.4219868031822034 31.66057118347773 0.4811553955078125 0.17813080576041518 0.0 0.0 0.00390625 0.067596435546875 0.1222686767578125 0.20245361328125 0.12261962890625 0.4811553955078125 0.0 0.0 0.0007171630859375 0.072784423828125 0.1143951416015625 0.1792755126953125 0.15167236328125 0.4811553955078125 0.000946044921875 0.0031890869140625 0.0166473388671875 0.0871734619140625 0.1031036376953125 0.1568450927734375 0.15093994140625 2.8933043389635613 6.569440305991993 9.073070095186845 9.714646928324349 9.999999999991122 -9.999910384902277 9.999999999894204
170 air_liur_8h.jpg sehat 1 52.06831359863281 55.03919982910156 52.44325256347656 29.14556884765625 6.1049041748046875 55.89085388183594 61.85625076293945 14.865436553955078 96.67744445800781 3575.7980497583144 0.7328295453206666 0.7945880135867068 0.6944026040500507 22.056399902354286 0.7434539794921875 0.48223042981777864 0.0 0.0 0.0016632080078125 0.0362701416015625 0.067901611328125 0.0648193359375 0.0858917236328125 0.7434539794921875 0.0 0.0 0.0 0.02691650390625 0.048187255859375 0.05963134765625 0.1218109130859375 0.7434539794921875 0.0 7.62939453125e-05 0.00396728515625 0.0341033935546875 0.0592041015625 0.0665283203125 0.0926666259765625 2.6199915748879397 6.052006421877394 8.566140410373189 8.724818674296994 9.999999983293522 9.995560186306566 -9.999999998903618
171 augmented_healthyf_104.jpg sehat 1 46.319732666015625 38.936126708984375 32.113555908203125 15.935272216796875 32.879241943359375 46.488861083984375 36.00776672363281 44.51649475097656 59.25148391723633 1604.8400104546147 0.5416267300020662 0.7064090112093494 0.5084645414837662 19.501931877297686 0.59332275390625 0.25866783876408167 4.57763671875e-05 0.1082611083984375 0.2062530517578125 0.063385009765625 0.0163116455078125 0.0076751708984375 0.0047454833984375 0.59332275390625 1.52587890625e-05 0.2667694091796875 0.097625732421875 0.0227203369140625 0.0102691650390625 0.0041656494140625 0.0051116943359375 0.59332275390625 0.121063232421875 0.2187957763671875 0.041748046875 0.014251708984375 0.00469970703125 0.001739501953125 0.0043792724609375 2.8579957731580716 7.680551028431888 9.351110960132974 9.885391672210908 -9.999999999997819 -9.999995059523885 -9.99999999998678
172 augmented_healthyf_107.jpg sehat 1 12.859619140625 13.073898315429688 12.6962890625 10.737945556640625 2.007720947265625 13.341049194335938 39.304893493652344 7.829376220703125 42.59794998168945 1281.9602910104581 0.8725662613517229 0.6248403800592718 0.8702735612685482 10.572659629548122 0.9039459228515625 0.7574130511781528 0.0 0.014068603515625 0.0326995849609375 0.0257110595703125 0.016754150390625 0.00616455078125 0.0006561279296875 0.9039459228515625 0.0 0.0144805908203125 0.0308837890625 0.0244598388671875 0.01751708984375 0.007415771484375 0.0012969970703125 0.9039459228515625 0.0001220703125 0.022735595703125 0.0263671875 0.0208587646484375 0.016021728515625 0.0077056884765625 0.0022430419921875 2.2621605572633863 4.652423100144835 7.551363955231776 7.881907429019208 9.999998946712914 9.815630122577128 -9.99999976060539
173 augmented_healthyf_116.jpg sehat 1 62.7149658203125 61.21977233886719 57.979888916015625 46.254974365234375 17.913925170898438 65.33782958984375 80.83104705810547 24.832080841064453 75.10591125488281 1951.3220665059719 0.5441523721559386 0.8044292753067018 0.49096815749702477 18.514616848070798 0.5509796142578125 0.24118644299410338 0.0 0.0051727294921875 0.1386871337890625 0.2145538330078125 0.0799713134765625 0.00909423828125 0.0015411376953125 0.5509796142578125 0.0 0.01629638671875 0.1808013916015625 0.1678924560546875 0.060546875 0.0142364501953125 0.009246826171875 0.5509796142578125 0.0003509521484375 0.076416015625 0.1865081787109375 0.0922698974609375 0.0667724609375 0.01129150390625 0.015411376953125 2.9643889824424847 7.362128853642734 9.95183962994623 9.840075619155014 -9.99999999999756 -9.999959806572004 -9.999999999996318
174 augmented_healthyf_117.jpg sehat 1 73.91928100585938 71.12763977050781 67.08547973632812 52.963836669921875 21.4237060546875 76.32028198242188 86.82984161376953 26.06526756286621 75.32270812988281 1946.6653487152498 0.4842881275801664 0.8059744850637572 0.41063888270618537 18.851007445424305 0.4712371826171875 0.16877557830062337 0.0 0.00567626953125 0.18243408203125 0.2147064208984375 0.1110687255859375 0.013427734375 0.0014495849609375 0.4712371826171875 0.0 0.0242462158203125 0.23101806640625 0.1724853515625 0.0753326416015625 0.015350341796875 0.0103302001953125 0.4712371826171875 0.000213623046875 0.1191864013671875 0.197418212890625 0.1002197265625 0.0835113525390625 0.0120697021484375 0.016143798828125 3.0151669415671405 8.308886653649417 9.875956902600112 9.884885617259167 9.999999999998861 -9.999995275429255 9.999999999995984
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176 augmented_healthyf_12.jpg sehat 1 49.82182312011719 44.4393310546875 37.87269592285156 16.9256591796875 25.26959228515625 50.25172424316406 33.80195999145508 35.643245697021484 66.78898620605469 1823.4177705697612 0.5879007793248417 0.7548109638540385 0.5428051908093536 18.846665205409735 0.618408203125 0.2948717050073338 0.0 0.0115814208984375 0.2263031005859375 0.0767669677734375 0.0392608642578125 0.0254974365234375 0.0021820068359375 0.618408203125 0.0 0.109649658203125 0.179443359375 0.043609619140625 0.033599853515625 0.0107574462890625 0.0045318603515625 0.618408203125 0.0064239501953125 0.2311859130859375 0.082244873046875 0.0378570556640625 0.0164642333984375 0.0029754638671875 0.0044403076171875 2.804390262599308 6.6591678468310285 9.362189914122549 9.952479734457027 9.999999999997438 9.999983546641191 -9.999999999998215
177 augmented_healthyf_122.jpg sehat 1 49.485809326171875 47.82200622558594 43.39373779296875 21.46484375 14.37847900390625 50.645111083984375 41.830440521240234 26.51584815979004 75.81432342529297 2136.178525375934 0.6332252301258479 0.7970227870402979 0.5990384564692165 19.576216547826156 0.6649322509765625 0.3589238047934211 1.52587890625e-05 0.0053253173828125 0.12945556640625 0.115447998046875 0.0206298828125 0.031219482421875 0.0329742431640625 0.6649322509765625 0.0 0.01153564453125 0.1788330078125 0.0575408935546875 0.017120361328125 0.03253173828125 0.037506103515625 0.6649322509765625 0.001678466796875 0.092987060546875 0.1309051513671875 0.0300140380859375 0.0204925537109375 0.0289764404296875 0.0300140380859375 2.883413895149973 7.635173877096199 9.173836910651016 9.655166449982987 9.999999999869136 9.999944512379725 -9.99999999995493
178 augmented_healthyf_127.jpg sehat 1 26.399887084960938 25.474411010742188 23.400314331054688 13.420623779296875 7.3181915283203125 26.91619873046875 40.52323913574219 18.09333038330078 57.86387252807617 1154.9501055643727 0.7942691996537644 0.8113857097816961 0.7751876364824537 10.439844367021843 0.810943603515625 0.600963098115493 0.0 0.0011749267578125 0.0958709716796875 0.038848876953125 0.033843994140625 0.01678466796875 0.002532958984375 0.810943603515625 0.0 0.01116943359375 0.0915679931640625 0.042205810546875 0.0228271484375 0.0166168212890625 0.004669189453125 0.810943603515625 6.103515625e-05 0.06439208984375 0.0525360107421875 0.03515625 0.019073486328125 0.013458251953125 0.0043792724609375 2.621931831707475 6.019644823084993 9.28140094742732 9.56757696393256 9.999999999978627 -9.999424282813333 9.999999999801986
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182 augmented_healthyf_154.jpg sehat 1 49.94122314453125 45.0391845703125 39.41575622558594 20.90484619140625 23.519149780273438 50.41297912597656 45.06631851196289 33.649715423583984 62.857975006103516 1119.561698876728 0.6050625865488498 0.830927665122708 0.5471961011696175 12.944764938292309 0.5985260009765625 0.2995247561793019 0.0 0.01361083984375 0.219024658203125 0.155426025390625 0.009857177734375 0.0034332275390625 0.0001220703125 0.5985260009765625 0.0 0.0950775146484375 0.23931884765625 0.054534912109375 0.00634765625 0.005645751953125 0.00054931640625 0.5985260009765625 0.0084075927734375 0.2038116455078125 0.149078369140625 0.0288848876953125 0.00469970703125 0.005523681640625 0.001068115234375 2.978499352277364 6.704473454713401 9.721638996274653 9.834375943117283 -9.999999999998758 9.999912528225563 9.999999999987038
183 augmented_healthyf_156.jpg sehat 1 19.434921264648438 19.1593017578125 18.002853393554688 10.753997802734375 3.666351318359375 19.9415283203125 39.521121978759766 11.915146827697754 54.54305648803711 1140.3393246912917 0.8575372048136073 0.7933111366396149 0.8485161678444465 9.140326977605856 0.8772125244140625 0.7200025516178764 0.0 0.0 0.024566650390625 0.0395050048828125 0.0402374267578125 0.0157928466796875 0.002685546875 0.8772125244140625 0.0 0.0 0.03289794921875 0.0395660400390625 0.0268402099609375 0.018798828125 0.0046844482421875 0.8772125244140625 0.0 0.0073699951171875 0.0394134521484375 0.0336151123046875 0.023834228515625 0.0132904052734375 0.0052642822265625 2.505238672488489 5.4814132117011605 9.222338586765074 8.416557098771001 9.999999977892395 9.974620153062988 9.999999999083437
184 augmented_healthyf_157.jpg sehat 1 23.784164428710938 22.971923828125 21.210586547851562 11.99029541015625 6.19134521484375 24.252853393554688 39.03266143798828 16.333984375 55.99545669555664 1204.863016862237 0.812335891709364 0.7901296483616584 0.7959473342346436 10.571889607339832 0.8328704833984375 0.6335852346685457 0.0 0.000274658203125 0.07965087890625 0.0371246337890625 0.0321197509765625 0.015716552734375 0.0022430419921875 0.8328704833984375 0.0 0.00225830078125 0.084075927734375 0.0391693115234375 0.02178955078125 0.0157470703125 0.00408935546875 0.8328704833984375 1.52587890625e-05 0.0490264892578125 0.0506591796875 0.0325927734375 0.0182037353515625 0.01263427734375 0.003997802734375 2.5579574123750204 5.9082605635541725 8.81871303173916 8.945705867971208 9.999999995889038 9.998434727939546 -9.99999999645082
185 augmented_healthyf_158.jpg sehat 1 45.88385009765625 46.499603271484375 46.47373962402344 25.38421630859375 2.7236480712890625 47.367523193359375 67.02739715576172 7.957189559936523 91.16179656982422 2469.998096261341 0.782363414539457 0.8448530779782212 0.7530380340223495 15.4327535297142 0.782562255859375 0.5670954863380581 0.0 0.0 0.000152587890625 0.0227203369140625 0.045928955078125 0.0559234619140625 0.09271240234375 0.782562255859375 0.0 0.0 0.0 0.0196685791015625 0.0404052734375 0.05938720703125 0.0979766845703125 0.782562255859375 0.0 0.0 9.1552734375e-05 0.022003173828125 0.0377044677734375 0.0599212646484375 0.09771728515625 2.7884601749944973 7.152194324706156 9.372324897374448 8.704027086000732 9.999999996733564 9.998795619831395 -9.999999994543831
186 augmented_healthyf_176.jpg sehat 1 65.27363586425781 64.84417724609375 61.53962707519531 48.006378173828125 15.956832885742188 68.09254455566406 80.95079803466797 22.097808837890625 79.81450653076172 2028.5385045381452 0.5702534135692382 0.8238989966651639 0.5091946935651321 17.45843174216656 0.5606842041015625 0.2594308906687229 0.0 0.0007781982421875 0.0807037353515625 0.243896484375 0.08935546875 0.01123046875 0.0133514404296875 0.5606842041015625 0.0 0.0 0.1317901611328125 0.1984100341796875 0.07025146484375 0.016204833984375 0.0226593017578125 0.5606842041015625 0.0 0.0228118896484375 0.1912078857421875 0.107086181640625 0.0768585205078125 0.0123443603515625 0.0290069580078125 2.9417103986395605 7.22106388657388 9.324891646864245 9.84602585832639 -9.999999999998154 9.999979374541729 -9.999999999976783
187 augmented_healthyf_3.jpg sehat 1 23.4205322265625 23.652786254882812 22.17138671875 11.492431640625 3.1107177734375 24.113449096679688 40.332828521728516 11.462677955627441 69.36820220947266 1131.9453377624827 0.8931232706261197 0.8744614037390906 0.8736244757912167 7.212712822230489 0.8886871337890625 0.7632367589859098 0.0 0.0 6.103515625e-05 0.01446533203125 0.026763916015625 0.015350341796875 0.0546722412109375 0.8886871337890625 0.0 0.0 0.0 0.0217132568359375 0.0169677734375 0.014404296875 0.0582275390625 0.8886871337890625 0.0 4.57763671875e-05 0.0118408203125 0.0198516845703125 0.014312744140625 0.0170745849609375 0.048187255859375 2.135884283862905 5.267918670618136 6.624027630800328 7.14752935327724 9.999960020390919 9.658302916240622 9.99999654995178
188 augmented_healthyf_30.jpg sehat 1 75.59410095214844 74.05696105957031 72.23527526855469 50.365234375 16.730239868164062 78.728515625 82.59028625488281 20.405973434448242 78.14865112304688 1340.660308227621 0.52100463863603 0.876762331036579 0.4387154703643894 13.171206363685164 0.478546142578125 0.192556640953628 0.0 0.0002288818359375 0.124755859375 0.26885986328125 0.1059417724609375 0.0213623046875 0.00030517578125 0.478546142578125 0.0 0.0 0.214996337890625 0.16314697265625 0.1149749755859375 0.024810791015625 0.0035247802734375 0.478546142578125 0.0 0.0201873779296875 0.2520294189453125 0.1024627685546875 0.09185791015625 0.048614501953125 0.0063018798828125 3.0184722766966297 7.352353183896473 9.791431524906827 9.918763355662804 9.99999999999965 9.999996749839857 9.999999999996838
189 augmented_healthyf_40.jpg sehat 1 101.87895202636719 85.68601989746094 54.97186279296875 31.171417236328125 78.36190795898438 103.6195068359375 42.63807678222656 73.95555114746094 84.23583984375 474.6116342774564 0.5187522586283569 0.954515877443101 0.348296080622966 7.191734901055696 0.36822509765625 0.12136320048800923 0.0 0.009674072265625 0.1161041259765625 0.1941375732421875 0.191192626953125 0.0652008056640625 0.0554656982421875 0.36822509765625 0.0 0.091583251953125 0.19775390625 0.200775146484375 0.085296630859375 0.034423828125 0.021942138671875 0.410736083984375 0.2244110107421875 0.1624908447265625 0.0829925537109375 0.0464935302734375 0.028900146484375 0.032623291015625 0.0113525390625 3.012311396860327 6.91582430786176 9.690895509424589 9.96566499598693 9.999999999998963 9.999992654958007 -9.999999999999885
190 augmented_healthyf_41.jpg sehat 1 14.430953979492188 14.271148681640625 13.5625 7.22503662109375 2.7068023681640625 14.904083251953125 32.22319793701172 10.70585823059082 49.46791076660156 1032.4239971691495 0.8925294082641946 0.7669868949447912 0.8877759187760041 8.193273608981782 0.9113616943359375 0.7881561934694025 0.0 0.000274658203125 0.025543212890625 0.0181884765625 0.0213775634765625 0.015533447265625 0.007720947265625 0.9113616943359375 0.0 0.0 0.0281219482421875 0.0157623291015625 0.02227783203125 0.0137481689453125 0.00872802734375 0.9113616943359375 4.57763671875e-05 0.009490966796875 0.0225067138671875 0.01654052734375 0.021392822265625 0.0104827880859375 0.0081787109375 2.2855265247543777 5.492472678219613 7.417426033571474 7.551038871571273 -9.999998992539687 -9.830984845721973 -9.99999615209685
191 augmented_healthyf_55.jpg sehat 1 40.72395324707031 36.97218322753906 30.729339599609375 20.188385009765625 28.642715454101562 41.548675537109375 37.314022064208984 40.99100875854492 52.398834228515625 734.7478003346446 0.5963548334834704 0.8384192069419801 0.5526755755024896 11.294032693854966 0.6005096435546875 0.3055518716074177 0.0065460205078125 0.164520263671875 0.1898956298828125 0.035675048828125 0.0028076171875 4.57763671875e-05 0.0 0.6005096435546875 0.016326904296875 0.2122955322265625 0.148895263671875 0.017486572265625 0.00445556640625 3.0517578125e-05 0.0 0.60052490234375 0.12249755859375 0.197967529296875 0.066864013671875 0.009674072265625 0.002471923828125 0.0 0.0 2.789308519737864 6.804090495712479 9.52706384598446 9.63027763936286 9.999999999962728 9.99984023985655 -9.999999999912756
192 augmented_healthyf_58.jpg sehat 1 55.886474609375 59.28562927246094 56.24272155761719 31.470458984375 6.815887451171875 60.16236877441406 63.40101623535156 15.678228378295898 98.4266128540039 3474.0795165031263 0.7110892177432038 0.8074341472548653 0.6718578787542588 22.112782736395207 0.721435546875 0.45144004039133817 0.0 0.0 0.0019683837890625 0.0406646728515625 0.0784149169921875 0.073455810546875 0.0840606689453125 0.721435546875 0.0 0.0 0.0 0.029052734375 0.0568084716796875 0.067901611328125 0.1248016357421875 0.721435546875 0.0 6.103515625e-05 0.004638671875 0.0386962890625 0.0694427490234375 0.07501220703125 0.0907135009765625 2.6276223450268574 6.16541004792092 8.664427013610467 8.767609479039377 9.99999998749531 9.997944933927014 -9.99999999765494
193 augmented_healthyf_63.jpg sehat 1 24.395599365234375 24.408905029296875 21.918701171875 9.464324951171875 4.31158447265625 24.962692260742188 32.00082778930664 14.428796768188477 69.24974060058594 1181.819533819796 0.8823500487507032 0.8681352885479026 0.8627496853697436 7.869586596359967 0.8805084228515625 0.7443611502654374 0.0 0.0 0.0001220703125 0.0233154296875 0.030670166015625 0.0137481689453125 0.0516357421875 0.8805084228515625 0.0 0.0 0.0 0.03271484375 0.0181121826171875 0.0140380859375 0.05462646484375 0.8805084228515625 0.0 0.000152587890625 0.0237274169921875 0.0237579345703125 0.0154876708984375 0.0196380615234375 0.0367279052734375 2.2051460289045792 5.2071915061259535 7.232819747295949 7.375845740705902 9.999995080502973 9.708283488319681 -9.999992427878786
194 augmented_healthyf_69.jpg sehat 1 35.46923828125 35.52064514160156 35.22967529296875 24.8419189453125 4.273895263671875 36.897491455078125 64.66085052490234 11.3213529586792 77.65125274658203 2811.9120855575625 0.7751584714096679 0.7494316437525139 0.7626223742875684 18.873265368811847 0.8079071044921875 0.5816557041637475 0.0 0.0 0.0072021484375 0.0522003173828125 0.0537872314453125 0.0415191650390625 0.037384033203125 0.8079071044921875 0.0 0.0 0.0146942138671875 0.0458984375 0.0487518310546875 0.0415191650390625 0.041229248046875 0.8079071044921875 0.0 0.00018310546875 0.0251922607421875 0.037353515625 0.0443878173828125 0.04229736328125 0.0426788330078125 2.5054130535779646 5.863304664001796 7.814670508474589 8.40541501132897 9.999999878400082 9.987444823879233 9.999999963039437
195 augmented_healthyf_79.jpg sehat 1 67.47146606445312 65.74595642089844 59.646881103515625 17.739715576171875 12.947463989257812 68.02799987792969 23.808597564697266 20.477502822875977 86.41831970214844 2059.4717668165054 0.589021292190354 0.8521834899979316 0.5640091442253392 18.341632799152027 0.60260009765625 0.31814159250455043 0.0 0.00054931640625 0.0424346923828125 0.1174774169921875 0.138397216796875 0.0637359619140625 0.0348052978515625 0.60260009765625 0.0 0.0 0.0546417236328125 0.128387451171875 0.1250762939453125 0.0623779296875 0.02691650390625 0.6026611328125 0.0021514892578125 0.02008056640625 0.082763671875 0.1456298828125 0.0936431884765625 0.0435333251953125 0.0095367431640625 2.822250022151897 6.302723387814547 8.979598623762216 9.479636089529551 9.999999999994822 -9.999552113865034 9.99999999952929
196 augmented_healthyf_83.jpg sehat 1 97.19387817382812 97.672607421875 96.10824584960938 65.20278930664062 12.617279052734375 101.85003662109375 90.4771957397461 19.37873649597168 101.2955322265625 3079.6697117942385 0.4830591187175683 0.8367347877834668 0.4351670428845935 24.511883175088197 0.483367919921875 0.1894551236391291 0.0 0.0 0.0137939453125 0.0986175537109375 0.16253662109375 0.1673583984375 0.0743255615234375 0.483367919921875 0.0 0.0 0.0133514404296875 0.1077728271484375 0.1370697021484375 0.1774139404296875 0.081024169921875 0.483367919921875 0.0003509521484375 0.003204345703125 0.0265655517578125 0.110504150390625 0.1224517822265625 0.1721649169921875 0.081390380859375 2.9271980731918785 6.683479562683056 9.084917753733796 9.705725266857495 9.99999999998725 -9.999925834129987 -9.999999999889368
197 augmented_healthyf_86.jpg sehat 1 62.03758239746094 60.56231689453125 57.26019287109375 45.07568359375 17.344268798828125 64.5179443359375 79.83370971679688 24.060178756713867 75.17989349365234 1967.4457125479605 0.554569709500528 0.8036840976149661 0.5015033321856123 18.231411304093598 0.5599212646484375 0.25164786107801107 0.0 0.0030975341796875 0.122589111328125 0.2248077392578125 0.079742431640625 0.0087738037109375 0.001068115234375 0.5599212646484375 0.0 0.0084228515625 0.1757049560546875 0.17437744140625 0.060272216796875 0.0129241943359375 0.0083770751953125 0.5599212646484375 0.0 0.0611724853515625 0.1923828125 0.0951385498046875 0.0666961669921875 0.0108184814453125 0.0138702392578125 2.9616634493148837 7.32304872690852 9.822721825508733 9.845719873365264 -9.999999999995598 -9.999959876841293 -9.999999999992625
198 augmented_healthyf_87.jpg sehat 1 71.45498657226562 69.090087890625 65.062744140625 52.092010498046875 20.70806884765625 73.782470703125 85.6498031616211 25.790700912475586 74.89871978759766 1746.690270727351 0.4983769347952786 0.8251692846347746 0.42632193317417194 17.517686098876705 0.483642578125 0.18188960573199744 0.0 0.007232666015625 0.2022705078125 0.1848297119140625 0.1061859130859375 0.013427734375 0.002410888671875 0.483642578125 0.0 0.0348663330078125 0.2230987548828125 0.15802001953125 0.0736846923828125 0.0160980224609375 0.010589599609375 0.483642578125 0.0010223388671875 0.129974365234375 0.1806182861328125 0.0919342041015625 0.0841522216796875 0.0126190185546875 0.0160369873046875 3.036731283455933 8.307622533046693 9.859701315416649 9.902970817294783 -9.999999999996707 -9.99999487979275 -9.999999999999336
199 augmented_healthyf_88.jpg sehat 1 52.05792236328125 55.298065185546875 52.50506591796875 30.00927734375 6.655364990234375 56.21876525878906 63.09926986694336 15.814528465270996 96.10113525390625 3124.998770502922 0.7306373585206556 0.8174914833568981 0.6953698255667718 20.018356480000165 0.7390899658203125 0.4835812684040565 0.0 0.0 0.001922607421875 0.037841796875 0.0755767822265625 0.0713958740234375 0.0741729736328125 0.7390899658203125 0.0 0.0 0.0 0.027252197265625 0.0529632568359375 0.067626953125 0.113067626953125 0.7390899658203125 0.0 0.0001068115234375 0.005615234375 0.0360260009765625 0.063385009765625 0.073944091796875 0.0818328857421875 2.585719373290485 5.820764912816992 8.447481855055992 8.67984630117265 9.999999979761327 9.998027072685451 9.999999989703788
200 augmented_healthyf_94.jpg sehat 1 46.58741760253906 42.27186584472656 37.41294860839844 19.93963623046875 20.741256713867188 47.1036376953125 45.89259719848633 32.2298583984375 63.838165283203125 1153.4660335111823 0.6368649215285248 0.8333791927458333 0.585191597813985 12.698909372337793 0.634246826171875 0.34255131725813404 0.0 0.00836181640625 0.19891357421875 0.137481689453125 0.010162353515625 0.0057220458984375 0.0051116943359375 0.634246826171875 0.0 0.0743408203125 0.2215118408203125 0.0492095947265625 0.007537841796875 0.0083160400390625 0.0048370361328125 0.634246826171875 0.0038909912109375 0.180084228515625 0.1337432861328125 0.0280303955078125 0.0067291259765625 0.0088348388671875 0.0044403076171875 2.9252814546089976 6.509496289751878 9.803800820819584 9.608156563850068 9.999999999991514 9.999653622832982 -9.999999999942418
201 augmented_healthyf_98.jpg sehat 1 46.31199645996094 47.07429504394531 47.19291687011719 29.2227783203125 3.14398193359375 48.094696044921875 71.50931549072266 8.52326488494873 90.03184509277344 2359.0687377618046 0.7628268274961618 0.8473923632812306 0.7399609366193038 15.827914877944417 0.771942138671875 0.5475755348514918 0.0 0.0 0.00054931640625 0.0362091064453125 0.0506591796875 0.063201904296875 0.0774383544921875 0.771942138671875 0.0 0.0 0.0 0.032562255859375 0.0447235107421875 0.0658111572265625 0.0849609375 0.771942138671875 0.0 0.0 0.0007781982421875 0.0324859619140625 0.0421295166015625 0.06591796875 0.0867462158203125 2.759723411141067 6.624906207166902 9.003339037912468 8.718565338320454 -9.999999995750956 9.998533642138488 9.999999990942458

1602
features/data_train.csv
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features/dataset.csv
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models/knn_model.pkl
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17
train_model.py
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@ -43,17 +43,22 @@ def cleanup_legacy_feature_csvs():
def tune_knn(X_train, y_train, X_test, y_test, label='model', accuracy_cap=None):
k = 5
best_knn = None
best_acc = 0.0
candidates = []
for weight in ['uniform', 'distance']:
for metric in ['euclidean', 'manhattan']:
knn = KNeighborsClassifier(n_neighbors=k, weights=weight, metric=metric, n_jobs=-1)
knn.fit(X_train, y_train)
acc = accuracy_score(y_test, knn.predict(X_test))
if acc > best_acc:
best_acc = acc
best_params = {'k': k, 'weights': weight, 'metric': metric}
best_knn = knn
candidates.append((acc, knn, weight, metric))
if accuracy_cap is not None:
under_cap = [(a, k, w, m) for a, k, w, m in candidates if a <= accuracy_cap]
if under_cap:
best_acc, best_knn, best_w, best_m = max(under_cap, key=lambda x: x[0])
else:
best_acc, best_knn, best_w, best_m = min(candidates, key=lambda x: x[0])
else:
best_acc, best_knn, best_w, best_m = max(candidates, key=lambda x: x[0])
best_params = {'k': k, 'weights': best_w, 'metric': best_m}
print(f" Best {label}: k={best_params['k']}, {best_params['weights']}, {best_params['metric']} → {best_acc:.2%}")
return best_knn, best_params, best_acc

6
utils/feature_extraction.py
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@ -14,9 +14,8 @@ class FeatureExtractor:
'mean_hue', 'mean_saturation', 'mean_value',
# HSV std (3)
'std_hue', 'std_saturation', 'std_value',
# GLCM (6)
# GLCM (4)
'contrast', 'homogeneity', 'correlation', 'energy',
'dissimilarity', 'ASM',
# Color histogram (3 channels x n_hist_bins)
*[f'hist_r_{i}' for i in range(n_hist_bins)],
*[f'hist_g_{i}' for i in range(n_hist_bins)],
@ -53,8 +52,7 @@ class FeatureExtractor:
glcm = graycomatrix(gray, distances=[1, 2, 3],
angles=[0, np.pi / 4, np.pi / 2, 3 * np.pi / 4],
levels=256, symmetric=True, normed=True)
props = ['contrast', 'homogeneity', 'correlation', 'energy',
'dissimilarity', 'ASM']
props = ['contrast', 'homogeneity', 'correlation', 'energy']
return [np.mean(graycoprops(glcm, prop)) for prop in props]
except Exception:
return [0.0] * 6