| arch | dataset | use_dcl | lambda | beta | gamma | swap_size | top1 | top5 |
|---|---|---|---|---|---|---|---|---|
| MobileNetV2 | CIFAR100 | False | / | / | / | / | 78.400 | 95.030 |
| MobileNetV2 | CIFAR100 | True | 1.0 | 1.0 | 1.0 | (5,5) | 80.750 | 96.220 |
| ResNet50 | CIFAR100 | False | / | / | / | / | 82.000 | 96.270 |
| ResNet50 | CIFAR100 | True | 1.0 | 1.0 | 0.01 | (3,3) | 82.980 | 96.720 |
224x224
| arch | dataset | use_dcl | lambda | beta | gamma | swap_size | top1 | top5 |
|---|---|---|---|---|---|---|---|---|
| MobileNetV2 | CUB_200_2011 | False | / | / | / | / | 66.603 | 87.591 |
| MobileNetV2 | CUB_200_2011 | True | 1.0 | 1.0 | 1.0 | (3,3) | 70.193 | 90.024 |
| ResNet50 | CUB_200_2011 | False | / | / | / | / | 69.330 | 89.489 |
| ResNet50 | CUB_200_2011 | True | 1.0 | 1.0 | 1.0 | (3,3) | 71.936 | 90.956 |
448x448
| arch | dataset | use_dcl | lambda | beta | gamma | swap_size | top1 | top5 |
|---|---|---|---|---|---|---|---|---|
| ResNet50 | CUB_200_2011 | False | / | / | / | / | 81.315 | 95.100 |
| ResNet50 | CUB_200_2011 | True | 1.0 | 0.1 | 1.0 | (5,5) | 83.575 | 95.997 |