LeaderBoard (Based on CCCF)
About CCCF
CCCF is a custom mixed classification dataset, including
1. CIFAR100: https://paperswithcode.com/dataset/cifar-100
2. CUB-200-2011: https://paperswithcode.com/dataset/cub-200-2011
3. Caltech-101: https://paperswithcode.com/dataset/caltech-101
4. Food-101: https://paperswithcode.com/dataset/food-101
The classes num = 100 + 200 + 101 + 101 = 502
SCORES
| cfg | model | top1/top5 | loss | optimizer | lr-scheduler | epoch | pretrained |
|---|---|---|---|---|---|---|---|
| efficientnet_b7_cccf_600_b8_e90_g4 | efficientnet_b7 | 88.118 / 97.676 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b6_cccf_528_b16_e90_g4 | efficientnet_b6 | 87.992 / 97.611 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b4_cccf_380_b64_e90_g4 | efficientnet_b4 | 87.693 / 97.716 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b5_cccf_456_b32_e90_g4 | efficientnet_b5 | 87.557 / 97.606 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b3_cccf_300_b128_e90_g4 | efficientnet_b3 | 85.704 / 97.043 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b0_cccf_600_b64_e90_g4 | efficientnet_b0 | 84.596 / 96.751 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b2_cccf_260_b256_e90_g4 | efficientnet_b2 | 84.472 / 96.725 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| efficientnet_b1_cccf_224_b256_e90_g4_v2 | efficientnet_b1 | 83.749 / 96.524 | LabelSmoothing | SGD | MultiStepLR | 90 | True |
| mbv3_large_cccf_224_b256_e90_g4_mixup | mbv3_large | 82.735 / 96.131 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| ghostnet_100_cccf_600_b128_e90_g4 | ghostnet_100 | 82.291 / 96.024 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| r50_cccf_224_b256_e90_g4_calr | resnet50 | 80.101 / 95.979 | CrossEntropyLoss | SGD | CosineAnnealingLR | 90 | True |
| mbv3_small_cccf_224_b256_e90_g4 | mbv3_small | 79.458 / 94.963 | CrossEntropyLoss | SGD | MultiStepLR | 90 | True |
| ghostnet_130_cccf_224_b256_e90_g4 | ghostnet_130 | 72.151 / 91.706 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |
| efficientnet_lite0_cccf_224_b256_e90_g4 | efficientnet_lite0 | 69.423 / 90.026 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |
| efficientnet_lite2_cccf_260_b256_e90_g4 | efficientnet_lite2 | 69.294 / 90.194 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |
| efficientnet_lite3_cccf_280_b128_e90_g4 | efficientnet_lite3 | 69.238 / 89.953 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |
| efficientnet_lite1_cccf_224_b256_e90_g4 | efficientnet_lite1 | 68.726 / 89.949 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |
| efficientnet_lite4_cccf_300_b128_e90_g4 | efficientnet_lite4 | 66.856 / 88.343 | CrossEntropyLoss | SGD | MultiStepLR | 90 | False |