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- ROC anterior: https://i.imgur.com/kGui4eb.png (0.88 +- 0.07) (CNN-Z_6x8F_K5_128_False5, 654KB)
- ROC atual: https://i.imgur.com/Ht2gycS.png (0.92 +- 0.07) (CNN-Z_2x8F_K5_128_False4, 487KB)
- Top 6: https://imgur.com/a/OxjsH2l (0.91+ AUC)
- The Worst:
- Animal: 1 [0/16] (0.00) https://imgur.com/a/mbLsGC2 nelore truth: bad (artefatos), acha boa (100% quase todas)
- Animal: 7 [0/17] (0.00) https://imgur.com/a/TQWrym2 nelore truth: bad (artefatos), acha boa (100% quase todas)
- Animal: 99 [3/12] (0.25) https://imgur.com/a/o6CKRQO jersey truth: boa, acha ruim (15% a 50%)
- Animal: P689 [2/15] (0.13) purunã truth: ruim, algumas com 90%+ https://i.imgur.com/9XpNpvb.jpg
- Animal: 41 [1/16] (0.06) jersey
- alguns thresholds:
- 0.99
- Correct: 1005/1469 | Correct+: 92 | Classif+: 111 | Good: 395
- Accuracy: 0.684 | Precision: 0.829 | Recall: 0.233 | Sample: 1469
- 0.97
- Correct: 1048 | Classif: 1469 | Correct+: 145 | Classif+: 179 | Good: 395
- Accuracy: 0.713 | Precision: 0.810 | Recall: 0.367 | Sample: 1469
- 0.95
- Correct: 1072/1469 | Correct+: 175 | Classif+: 219 | Good: 395
- Accuracy: 0.730 | Precision: 0.799 | Recall: 0.443 | Sample: 1469
- 0.90
- Correct: 1106/1469 | Correct+: 229 | Classif+: 302 | Good: 395
- Accuracy: 0.753 | Precision: 0.758 | Recall: 0.580 | Sample: 1469
- 0.999 (why not)
- Correct: 947/1469 | Correct+: 23 | Classif+: 30 | Good: 395
- Accuracy: 0.645 | Precision: 0.767 | Recall: 0.058 | Sample: 1469
- decidi ignorar adicionar outras classes, porque a proporção de outras classes está muito baixa
- ("A" = artefatos)
- Puruna_3 | Good: 70 | Bad: 1656 | +-: 58 | A: 9 | 3.9% 92% 3.2% 0.5% (70/1793)
- Jersey_3 | Good: 309 | Bad: 116 | +-: 54 | A: 19 | 62% 23% 11% 3.8% (309/498)
- Nelore~USP-P3 | Good: 274 | Bad: 36 | +-: 10 | A: 35 | 77% 10% 2.8% 9.9% (274/355)
- Total | Good: 653 | Bad: 1808 | +-: 122 | A: 63 | 25% 68% 4.6% 2.4% (653/2646)
- Puruna_2 | Good: 89 | Bad: 1132 | +-: 73 | A: 2 | 6.9% 87% 5.6% 0.15% (89/1296)
- Jersey_1 | Good: 337 | Bad: 165 | +-: 145 | A: 20 | 51% 25% 22% 3% (337/667)
- Nelore~USP-P2 | Good: 183 | Bad: 92 | +-: 35 | A: 22 | 55% 28% 11% 6.6% (183/332)
- Total | Good: 609 | Bad: 1389 | +-: 253 | A: 44 | 27% 61% 11% 1.9% (609/2295)
- Puruna_1 | Good: 54 | Bad: 776 | +-: 31 | A: 14 | 6.2% 89% 3.5% 1.6% (54/875)
- Jersey_2 | Good: 103 | Bad: 110 | +-: 34 | A: 47 | 35% 37% 12% 16% (103/294)
- Nelore~USP-P1 | Good: 238 | Bad: 45 | +-: 1 | A: 16 | 79% 15% 0.33% 5.3% (238/300)
- Total | Good: 395 | Bad: 931 | +-: 66 | A: 77 | 27% 63% 4.5% 5.2% (395/1469)
- Total | Good: 1657 | Bad: 4128 | +-: 441 | A: 184 | 26% 64% 6.9% 2.9% (1657/6410)
- amostra treino:
- Puruna_3 | Good: 70 | Bad: 1723 | 3.904% 96.1% (70/1793)
- Jersey_3 | Good: 309 | Bad: 189 | 62.05% 37.95% (309/498)
- Nelore~USP-P3 | Good: 274 | Bad: 81 | 77.18% 22.82% (274/355)
- Puruna_3_aug | Good: 140 | Bad: 3446 | 3.904% 96.1% (140/3586)
- Jersey_3_aug | Good: 9792 | Bad: 5870 | 62.52% 37.48% (9792/15662)
- Nelore~USP-P3_aug | Good: 4384 | Bad: 1296 | 77.18% 22.82% (4384/5680)
- Total | Good: 14969 | Bad: 12605 | 54.29% 45.71% (14969/27574)
- Puruna_2 | Good: 89 | Bad: 1207 | 6.867% 93.13% (89/1296)
- Jersey_1 | Good: 337 | Bad: 330 | 50.52% 49.48% (337/667)
- Nelore~USP-P2 | Good: 183 | Bad: 149 | 55.12% 44.88% (183/332)
- Puruna_2_aug | Good: 178 | Bad: 2414 | 6.867% 93.13% (178/2592)
- Jersey_1_aug | Good: 10784 | Bad: 10560 | 50.52% 49.48% (10784/21344)
- Nelore~USP-P2_aug | Good: 2928 | Bad: 2384 | 55.12% 44.88% (2928/5312)
- Total | Good: 14499 | Bad: 17044 | 45.97% 54.03% (14499/31543)
- Total | Good: 29468 | Bad: 29649 | 49.85% 50.15% (29468/59117)
- teste:
- Puruna_1 | Good: 54 | Bad: 821 | 6.171% 93.83% (54/875)
- Jersey_2 | Good: 103 | Bad: 191 | 35.03% 64.97% (103/294)
- Nelore~USP-P1 | Good: 238 | Bad: 62 | 79.33% 20.67% (238/300)
- Total | Good: 395 | Bad: 1074 | 26.89% 73.11% (395/1469)
- Total | Good: 395 | Bad: 1074 | 26.89% 73.11% (395/1469)
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