Image Classification on SVHN (ACC, NLL, ECE, ESS)
98.02ACC (Accuracy)theta_A fine-tune
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| theta_A fine-tuneN=–2026.05 | 98.02 | — | — | — | |
| theta_B fine-tuneN=–2026.05 | 97.8 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=without2025.11 | 96.96 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=without2025.11 | 96.88 | — | — | — | |
| SGLD2023.02 | 96 | 0.16 | 1.33 | 21.84 | |
| SGLD-ND2023.02 | 96 | 0.16 | 1.34 | 2.97 | |
| SAMBackbone=ResNet-50, Pruning Rate=96%, WCR=with2025.11 | 95.99 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=with2025.11 | 95.98 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=without2025.11 | 95.97 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=97%, WCR=with2025.11 | 95.9 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=Dense, WCR=with2025.11 | 95.8 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=Dense, WCR=without2025.11 | 95.79 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=with2025.11 | 95.79 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=Dense, WCR=with2025.11 | 95.78 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=96%, WCR=with2025.11 | 95.78 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=97%, WCR=with2025.11 | 95.74 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=98%, WCR=with2025.11 | 95.62 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=98%, WCR=with2025.11 | 95.59 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=96%, WCR=with2025.11 | 95.49 | — | — | — | |
| BPS2023.02 | 95 | 0.18 | 0.61 | 2.71 | |
| σBPS2023.02 | 95 | 0.19 | 0.63 | 2.75 | |
| Boomerang2023.02 | 95 | 0.21 | 3.58 | 172.02 | |
| SGHMC2023.02 | 95 | 0.19 | 0.83 | 2.71 | |
| SGDBackbone=ResNet-50, Pruning Rate=Dense, WCR=with2025.11 | 94.51 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=Dense, WCR=without2025.11 | 94.44 | — | — | — | |
| BiCoN=1002026.05 | 73.28 | — | — | — | |
| BiCoN=502026.05 | 66.69 | — | — | — | |
| BiCoN=202026.05 | 46.88 | — | — | — | |
| THESEUSN=1002026.05 | 43.42 | — | — | — | |
| THESEUSN=502026.05 | 41.8 | — | — | — | |
| THESEUSN=202026.05 | 41.2 | — | — | — | |
| THESEUSN=102026.05 | 38.71 | — | — | — | |
| theta_B zero-shotN=–2026.05 | 37.77 | — | — | — | |
| BiCoN=102026.05 | 31.9 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=96%, WCR=with2025.11 | 31.26 | — | — | — | |
| theta_B + tau_A^paddedN=–2026.05 | 31.03 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=96%, WCR=without2025.11 | 27.78 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=96%, WCR=without2025.11 | 18.2 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=96%, WCR=without2025.11 | 17.28 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=97%, WCR=with2025.11 | 12.86 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=97%, WCR=without2025.11 | 11.34 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=97%, WCR=without2025.11 | 10.93 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=96%, WCR=with2025.11 | 10.05 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=97%, WCR=with2025.11 | 10.05 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=98%, WCR=with2025.11 | 10.05 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=98%, WCR=without2025.11 | 9.75 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=96%, WCR=without2025.11 | 9.74 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=97%, WCR=with2025.11 | 9.69 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=98%, WCR=with2025.11 | 9.69 | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Rate=97%, WCR=without2025.11 | 9.69 | — | — | — | |
| S2SAMBackbone=ResNet-50, Pruning Rate=98%, WCR=without2025.11 | 9.56 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=96%, WCR=without2025.11 | 9.15 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=97%, WCR=without2025.11 | 9.15 | — | — | — | |
| SGDBackbone=ResNet-50, Pruning Rate=98%, WCR=without2025.11 | 9.15 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=98%, WCR=with2025.11 | 8.47 | — | — | — | |
| CrAMBackbone=ResNet-50, Pruning Rate=98%, WCR=without2025.11 | 6.87 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=97%, WCR=without2025.11 | 6.69 | — | — | — | |
| SFWBackbone=ResNet-50, Pruning Rate=98%, WCR=without2025.11 | 6.69 | — | — | — |