Image Classification on ImageNet-R (Accuracy, ECE, and SCE)
89.7AccuracyTRACER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACERBackbone=CLIP ViT-L/142026.05 | 89.7 | 4.42 | — | |
| CaRotBackbone=CLIP ViT-L/142026.05 | 87.96 | 3.53 | — | |
| ZSBackbone=CLIP ViT-L/14, Protocol=Zero-Shot2026.05 | 87.85 | 3.39 | — | |
| FLYPBackbone=CLIP ViT-L/142026.05 | 83.81 | 6.21 | — | |
| LP-FTBackbone=CLIP ViT-L/14, Protocol=Linear Probing then Fine-Tuning2026.05 | 80.21 | 8.72 | — | |
| TPT2026.04 | 76.7 | 4.36 | 14 | |
| FPP2026.04 | 76.7 | 7.07 | 16 | |
| C-TPT2026.04 | 76 | 1.54 | 16 | |
| FTBackbone=CLIP ViT-L/14, Protocol=Fine-Tuning2026.05 | 75.36 | 16.13 | — | |
| CLIP2026.04 | 74 | 3.58 | 18 | |
| O-TPT2026.04 | 72.6 | 1.46 | 17 | |
| ELaTTAGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 65.29 | — | — | |
| MEMOGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 62.85 | — | — | |
| PASLEGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 61.73 | — | — | |
| ZSBackbone=CLIP ResNet502026.05 | 60.72 | 5.3 | — | |
| FOAGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 59.96 | — | — | |
| No AdaptGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 59.49 | — | — | |
| SARGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 59.39 | — | — | |
| CoTTAGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 59.2 | — | — | |
| T3AGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.10 | 57.98 | — | — | |
| CaRotBackbone=CLIP ResNet502026.05 | 52.16 | 9.48 | — | |
| FLYPBackbone=CLIP ResNet502026.05 | 51.55 | 14.39 | — | |
| TRACERBackbone=CLIP ResNet502026.05 | 51.54 | 11.76 | — | |
| FTBackbone=CLIP ResNet502026.05 | 50.66 | 18.6 | — | |
| LP-FTBackbone=CLIP ResNet502026.05 | 49.55 | 27.09 | — | |
| LoRSPBackbone=ViT-B/322026.06 | 32.86 | — | — | |
| EVPBackbone=ViT-B/322026.06 | 32.56 | — | — | |
| LoR-VPBackbone=ViT-B/322026.06 | 32.23 | — | — | |
| LPBackbone=ViT-B/322026.06 | 32.06 | — | — | |
| CaRotBackbone=ViT-B/162026.05 | — | 5.8 | — | |
| FLYPBackbone=ViT-B/162026.05 | — | 9.7 | — | |
| Lipsum-FTBackbone=ViT-B/162026.05 | — | 4.3 | — | |
| LP-FTBackbone=ViT-B/16, Mode=Linear-probing followed by Fine-tuning2026.05 | — | 6.1 | — | |
| TRACERBackbone=ViT-B/162026.05 | — | 4.1 | — | |
| ZSBackbone=ViT-B/16, Mode=Zero-shot2026.05 | — | 5.4 | — |