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- tldr:
- - Normal (sem augmentation):
- Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
- =-=
- Buckets Animal: [13, 13, 9, 6, 94] | [0.10, 0.10, 0.07, 0.04, 0.70])
- Final Animal || Accuracy: [1205/1469] (0.82) | Precision: [175/219] (0.80) | Recall: [175/395] (0.44)
- ///
- - AugVote: maioria de 5
- Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
- =-=
- Buckets Animal-AugVote: [254, 0, 0, 0, 1215] | [0.17, 0.00, 0.00, 0.00, 0.83])
- Final Animal-AugVote || Accuracy: [1215/1469] (0.83) | Precision: [168/195] (0.86) | Recall: [168/395] (0.43)
- //
- - Aug (contando todas as imagens)
- Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
- =-=
- Buckets Animal: [14, 15, 5, 16, 85] | [0.10, 0.11, 0.04, 0.12, 0.63])
- Final Animal || Accuracy: [5991/7345] (0.82) | Precision: [817/1013] (0.81) | Recall: [817/1975] (0.41)
- ///
- outros dados aleatórios irrelevantes de carregamento:
- Model: CNN-Z_2x8F_K5_128_False4, Threshold (>=): 0.95
- Time to load 875 images in "_class-imgs/Puruna_1": 2.03 seconds
- Mean time per image: 0.0023 seconds
- Time to load 3500 images in "_class-imgs/Puruna_1_aug": 8.54 seconds
- Mean time per image: 0.0024 seconds
- Time to load 294 images in "_class-imgs/Jersey_2": 2.28 seconds
- Mean time per image: 0.0078 seconds
- Time to load 1176 images in "_class-imgs/Jersey_2_aug": 10.47 seconds
- Mean time per image: 0.0089 seconds
- Time to load 300 images in "_class-imgs/Nelore~USP-P1": 0.44 seconds
- Mean time per image: 0.0015 seconds
- Time to load 1200 images in "_class-imgs/Nelore~USP-P1_aug": 1.90 seconds
- Mean time per image: 0.0016 seconds
- ///
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