Image Classification on CIFAR-100 (test) (Standard Metrics and Run Statistics)
63.67Test Acc (Last)S&P
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| S&PBackbone=VGG-16, Optimizer=SAM2024.10 | 63.67 | 11,573 | 47.92 | 7,644 | |
| DASHBackbone=VGG-16, Optimizer=SAM2024.10 | 61.91 | 26,275 | 45.38 | 16,163 | |
| DASHBackbone=ResNet-18, Optimizer=SAM2024.10 | 60.88 | 11,730 | 46.15 | 6,675 | |
| DASHBackbone=VGG-16, Optimizer=SGD2024.10 | 59.79 | 53,109 | 44.01 | 26,577 | |
| S&PBackbone=VGG-16, Optimizer=SGD2024.10 | 59.61 | 29,637 | 45.36 | 14,329 | |
| DASHBackbone=ResNet-18, Optimizer=SGD2024.10 | 57.99 | 3,519 | 43.99 | 2,041 | |
| Random InitBackbone=VGG-16, Optimizer=SAM2024.10 | 57.29 | 26,900 | 42.39 | 18,107 | |
| Random InitBackbone=VGG-16, Optimizer=SGD2024.10 | 54.03 | 62,560 | 39.78 | 29,436 | |
| S&PBackbone=ResNet-18, Optimizer=SAM2024.10 | 52.95 | 12,277 | 40.36 | 5,954 | |
| S&PBackbone=ResNet-18, Optimizer=SGD2024.10 | 50.08 | 4,926 | 37.32 | 2,929 | |
| Random InitBackbone=ResNet-18, Optimizer=SAM2024.10 | 40.27 | 14,310 | 29.9 | 7,588 | |
| Warm InitBackbone=VGG-16, Optimizer=SAM2024.10 | 39.91 | 4,379 | 30.07 | 3,482 | |
| Warm ReMBackbone=VGG-16, Optimizer=SAM2024.10 | 39.58 | 3,988 | 30.58 | 3,251 | |
| Warm ReMBackbone=VGG-16, Optimizer=SGD2024.10 | 38.21 | 3,362 | 28.98 | 4,196 | |
| Warm InitBackbone=VGG-16, Optimizer=SGD2024.10 | 37.14 | 3,362 | 28.98 | 4,196 | |
| Random InitBackbone=ResNet-18, Optimizer=SGD2024.10 | 35.52 | 10,557 | 25.72 | 5,803 | |
| Warm InitBackbone=ResNet-18, Optimizer=SAM2024.10 | 32.02 | 2,346 | 24.01 | 1,294 | |
| Warm ReMBackbone=ResNet-18, Optimizer=SAM2024.10 | 31.63 | 2,346 | 23.75 | 1,291 | |
| DASHBackbone=MLP, Optimizer=SAM2024.10 | 31.22 | 22,052 | 24.43 | 13,408 | |
| DASHBackbone=MLP, Optimizer=SGD2024.10 | 30.13 | 16,578 | 23.42 | 52,328 | |
| S&PBackbone=MLP, Optimizer=SGD2024.10 | 30.12 | 10,948 | 23.44 | 37,317 | |
| S&PBackbone=MLP, Optimizer=SAM2024.10 | 30.04 | 23,851 | 23.79 | 14,873 | |
| Random InitBackbone=MLP, Optimizer=SAM2024.10 | 29.46 | 25,571 | 23.53 | 12,467 | |
| Random InitBackbone=MLP, Optimizer=SGD2024.10 | 28.25 | 17,516 | 22.39 | 13,245 | |
| Warm ReMBackbone=MLP, Optimizer=SAM2024.10 | 27.54 | 3,362 | 22.57 | 2,866 | |
| Warm InitBackbone=MLP, Optimizer=SAM2024.10 | 27.45 | 3,128 | 22.47 | 2,793 | |
| Warm InitBackbone=MLP, Optimizer=SGD2024.10 | 26.2 | 3,449 | 21.56 | 5,461 | |
| Warm ReMBackbone=MLP, Optimizer=SGD2024.10 | 26.14 | 4,144 | 21.41 | 8,422 | |
| Warm InitBackbone=ResNet-18, Optimizer=SGD2024.10 | 25.12 | 1,173 | 19.18 | 854 | |
| Warm ReMBackbone=ResNet-18, Optimizer=SGD2024.10 | 24.83 | 1,173 | 18.98 | 822 |