Image Classification on CIFAR-100 (ACC, NLL, ECE, ESS)
100AccuracySR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SRDR=10%2026.04 | 100 | — | — | — | — | |
| MetaErrDR=10%2026.04 | 100 | — | — | — | — | |
| MetaErr + SRDR=10%2026.04 | 100 | — | — | — | — | |
| SRDR=20%2026.04 | 100 | — | — | — | — | |
| MetaErrDR=20%2026.04 | 100 | — | — | — | — | |
| MetaErr + SRDR=20%2026.04 | 100 | — | — | — | — | |
| LoRABackbone=ViT-Large, Memory=1229.9 MB2026.05 | 94.9 | — | — | — | — | |
| CERSABackbone=ViT-Large, Memory=1232.3 MB2026.05 | 94.3 | — | — | — | — | |
| SVFitBackbone=ViT-Large, Memory=1351.5 MB2026.05 | 93.9 | — | — | — | — | |
| SVFTBackbone=ViT-Large, Memory=1355.8 MB2026.05 | 93.7 | — | — | — | — | |
| FTBackbone=ViT-Large, Memory=4629.8 MB2026.05 | 93.6 | — | — | — | — | |
| PiSSABackbone=ViT-Large, Memory=1229.9 MB2026.05 | 93.6 | — | — | — | — | |
| FTBackbone=ViT-Base2026.05 | 92.4 | — | — | — | — | |
| CERSABackbone=ViT-Base, α=0.95, β=0.952026.05 | 92.1 | — | — | — | — | |
| LoRABackbone=ViT-Base, Rank=322026.05 | 92 | — | — | — | — | |
| SVFitBackbone=ViT-Base, Rank=7682026.05 | 91.6 | — | — | — | — | |
| PiSSABackbone=ViT-Base, Rank=322026.05 | 91.2 | — | — | — | — | |
| SVFTBackbone=ViT-Base2026.05 | 91.2 | — | — | — | — | |
| AS-LoRADP Budget (ϵ)=32026.05 | 89.55 | — | — | — | — | |
| LoRSPPre-trained Backbone=ViT-B/322026.06 | 88.69 | — | — | — | — | |
| LoR-VPPre-trained Backbone=ViT-B/322026.06 | 88.06 | — | — | — | — | |
| RoLoRADP Budget (ϵ)=32026.05 | 87.75 | — | — | — | — | |
| FFA-LoRADP Budget (ϵ)=32026.05 | 87.37 | — | — | — | — | |
| VPTPre-trained Backbone=ViT-B/322026.06 | 86.22 | — | — | — | — | |
| LPPre-trained Backbone=ViT-B/322026.06 | 86.21 | — | — | — | — | |
| AutoVPPre-trained Backbone=ViT-B/322026.06 | 85.96 | — | — | — | — | |
| LE-SAMBackbone=PyramidNet-1102026.05 | 85.91 | — | — | — | — | |
| AS-LoRADP Budget (ϵ)=12026.05 | 85.62 | — | — | — | — | |
| F-SAMBackbone=PyramidNet-1102026.05 | 85.48 | — | — | — | — | |
| ESAMBackbone=PyramidNet-1102026.05 | 85.46 | — | — | — | — | |
| LE-SAMBackbone=WRN-28-102026.05 | 84.91 | — | — | — | — | |
| FFA-LoRADP Budget (ϵ)=12026.05 | 84.79 | — | — | — | — | |
| RoLoRADP Budget (ϵ)=12026.05 | 84.64 | — | — | — | — | |
| Eigen-SAMBackbone=PyramidNet-1102026.05 | 84.53 | — | — | — | — | |
| ASAMBackbone=PyramidNet-1102026.05 | 84.5 | — | — | — | — | |
| SAMBackbone=PyramidNet-1102026.05 | 84.46 | — | — | — | — | |
| ESAMBackbone=WRN-28-102026.05 | 83.88 | — | — | — | — | |
| F-SAMBackbone=WRN-28-102026.05 | 83.81 | — | — | — | — | |
| ASAMBackbone=WRN-28-102026.05 | 83.63 | — | — | — | — | |
| Eigen-SAMBackbone=WRN-28-102026.05 | 83.54 | — | — | — | — | |
| SAMBackbone=WRN-28-102026.05 | 83.42 | — | — | — | — | |
| SeAl-KDArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=62026.05 | 83.37 | — | — | — | — | |
| SeAl-KDArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=42026.05 | 83.04 | — | — | — | — | |
| S2-FracMixBackbone=ResNet-182026.06 | 82.74 | — | — | — | — | |
| Logit-SNNArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=62026.05 | 82.56 | — | — | — | — | |
| Logit-SNNArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=42026.05 | 82.47 | — | — | — | — | |
| SGDBackbone=PyramidNet-1102026.05 | 81.88 | — | — | — | — | |
| RDCNet2026.04 | 81.75 | — | — | — | — | |
| SGDBackbone=WRN-28-102026.05 | 81.55 | — | — | — | — | |
| AdAutoMixBackbone=ResNet-182026.06 | 81.55 | — | — | — | — | |
| LE-SAMBackbone=ResNet-182026.05 | 81.51 | — | — | — | — | |
| HTA-KLArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=42026.05 | 81.03 | — | — | — | — | |
| RateBPArchitecture=ResNet-19, KD Setting=w/o KD, Timesteps (T)=62026.05 | 80.83 | — | — | — | — | |
| F-SAMBackbone=ResNet-182026.05 | 80.73 | — | — | — | — | |
| ESAMBackbone=ResNet-182026.05 | 80.71 | — | — | — | — | |
| RateBPArchitecture=ResNet-19, KD Setting=w/o KD, Timesteps (T)=42026.05 | 80.71 | — | — | — | — | |
| ASAMBackbone=ResNet-182026.05 | 80.68 | — | — | — | — | |
| SSCNet2026.04 | 80.63 | — | — | — | — | |
| Eigen-SAMBackbone=ResNet-182026.05 | 80.52 | — | — | — | — | |
| WRN-28-102026.04 | 80.5 | — | — | — | — | |
| DAMSNet2026.04 | 80.5 | — | — | — | — | |
| BSViT-4-384Param (M)=9.91, Time Step=22026.04 | 80.32 | — | — | — | — | |
| BSViT-4-384(no-masked)Param (M)=9.91, Time Step=22026.04 | 80.27 | — | — | — | — | |
| QKFormer2026.04 | 80.27 | — | — | — | — | |
| SeAl-KDArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=62026.05 | 80.25 | — | — | — | — | |
| SAMBackbone=ResNet-182026.05 | 80.17 | — | — | — | — | |
| SAKDArchitecture=ResNet-19, KD Setting=w/ KD, Timesteps (T)=42026.05 | 80.1 | — | — | — | — | |
| AutoMixBackbone=ResNet-182026.06 | 80.02 | — | — | — | — | |
| PuzzleMixBackbone=ResNet-182026.06 | 79.96 | — | — | — | — | |
| SeAl-KDArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=42026.05 | 79.88 | — | — | — | — | |
| STAtten+SDT-2-512Param (M)=10.28, Time Step=42026.04 | 79.85 | — | — | — | — | |
| Logit-SNNArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=62026.05 | 79.8 | — | — | — | — | |
| Spiking Transformer(A²OS²A)-4-384Param (M)=9.32, Time Step=42026.04 | 79.69 | — | — | — | — | |
| CutMixBackbone=ResNet-182026.06 | 79.45 | — | — | — | — | |
| Rate-based KDArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=62026.05 | 79.4 | — | — | — | — | |
| Logit-SNNArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=42026.05 | 79.1 | — | — | — | — | |
| Spikingformer-4-384Param (M)=9.32, Time Step=42026.04 | 79.09 | — | — | — | — | |
| RateBPArchitecture=ResNet-18, KD Setting=w/o KD, Timesteps (T)=62026.05 | 79.02 | — | — | — | — | |
| Vision SmolMambaT=42026.04 | 79 | — | — | — | — | |
| FMixBackbone=ResNet-182026.06 | 78.91 | — | — | — | — | |
| CAPR-DenseNet2026.04 | 78.85 | — | — | — | — | |
| Rate-based KDArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=42026.05 | 78.85 | — | — | — | — | |
| Multi-ResNet2026.04 | 78.69 | — | — | — | — | |
| ATONet2026.04 | 78.56 | — | — | — | — | |
| DSRT=202026.04 | 78.5 | — | — | — | — | |
| SDT-2-512Param (M)=10.28, Time Step=42026.04 | 78.4 | — | — | — | — | |
| SDTT=42026.04 | 78.4 | — | — | — | — | |
| SGDBackbone=ResNet-182026.05 | 78.31 | — | — | — | — | |
| RateBPArchitecture=ResNet-18, KD Setting=w/o KD, Timesteps (T)=42026.05 | 78.26 | — | — | — | — | |
| SpikformerT=42026.04 | 78.2 | — | — | — | — | |
| MetaErr + SRDR=30%2026.04 | 78.15 | — | — | — | — | |
| Spikformer-4-384Param (M)=9.32, Time Step=42026.04 | 77.86 | — | — | — | — | |
| SparseSpikformerT=42026.04 | 77.8 | — | — | — | — | |
| TCJA-SNNT=42026.04 | 77.7 | — | — | — | — | |
| MMA-CCT2026.04 | 77.51 | — | — | — | — | |
| Joint A-SNNArchitecture=ResNet-18, KD Setting=w/ KD, Timesteps (T)=42026.05 | 77.39 | — | — | — | — | |
| GLIFArchitecture=ResNet-19, KD Setting=w/o KD, Timesteps (T)=62026.05 | 77.35 | — | — | — | — | |
| GLIFArchitecture=ResNet-18, KD Setting=w/o KD, Timesteps (T)=62026.05 | 77.28 | — | — | — | — | |
| MetaErrDR=30%2026.04 | 77.19 | — | — | — | — | |
| GhostNet2026.04 | 77.17 | — | — | — | — |