Image Classification on CIFAR100 (test) (Top1/Top5 Accuracy)
82.22Top-1 AccLookaround
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LookaroundBackbone=ResNet152, Resolution=32x32, Initialization=random2023.06 | 82.22 | 96.4 | |
| LookaroundBackbone=ResNet101, Resolution=32x32, Initialization=random2023.06 | 81.97 | 96.15 | |
| LookaroundBackbone=ResNet50, Resolution=32x32, Initialization=random2023.06 | 81.6 | 95.99 | |
| LookaheadBackbone=ResNet152, Resolution=32x32, Initialization=random2023.06 | 81.36 | 95.77 | |
| LookaheadBackbone=ResNet101, Resolution=32x32, Initialization=random2023.06 | 81.14 | 95.84 | |
| LookaroundBackbone=ResNext50, Resolution=32x32, Initialization=random2023.06 | 81.14 | 96.12 | |
| SWABackbone=ResNet152, Resolution=32x32, Initialization=random2023.06 | 80.86 | 95.43 | |
| SWABackbone=ResNet101, Resolution=32x32, Initialization=random2023.06 | 80.53 | 95.39 | |
| SWADBackbone=ResNet50, Resolution=32x32, Initialization=random2023.06 | 80.19 | 95.46 | |
| SWABackbone=ResNet50, Resolution=32x32, Initialization=random2023.06 | 80.17 | 95.56 | |
| SGDMBackbone=ResNet152, Resolution=32x32, Initialization=random2023.06 | 80.16 | 95.49 | |
| LookaheadBackbone=ResNext50, Resolution=32x32, Initialization=random2023.06 | 80.12 | 95.26 | |
| LookaheadBackbone=ResNet50, Resolution=32x32, Initialization=random2023.06 | 80.06 | 95.24 | |
| SWADBackbone=ResNet152, Resolution=32x32, Initialization=random2023.06 | 80 | 95.36 | |
| SWADBackbone=ResNet101, Resolution=32x32, Initialization=random2023.06 | 79.92 | 95.09 | |
| SGDMBackbone=ResNet101, Resolution=32x32, Initialization=random2023.06 | 79.91 | 95.54 | |
| SGDMBackbone=ResNet50, Resolution=32x32, Initialization=random2023.06 | 79.61 | 95.21 | |
| SWADBackbone=ResNext50, Resolution=32x32, Initialization=random2023.06 | 79.27 | 95.17 | |
| SWABackbone=ResNext50, Resolution=32x32, Initialization=random2023.06 | 79.14 | 94.96 | |
| SGDMBackbone=ResNext50, Resolution=32x32, Initialization=random2023.06 | 79.1 | 94.86 | |
| LookaroundBackbone=VGG19, Resolution=32x32, Initialization=random2023.06 | 74.29 | 91.15 | |
| LookaheadBackbone=VGG19, Resolution=32x32, Initialization=random2023.06 | 74.02 | 90.68 | |
| SGDMBackbone=VGG19, Resolution=32x32, Initialization=random2023.06 | 73.84 | 91.09 | |
| SWABackbone=VGG19, Resolution=32x32, Initialization=random2023.06 | 73.62 | 90.89 | |
| SWADBackbone=VGG19, Resolution=32x32, Initialization=random2023.06 | 73.37 | 89.93 |