| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet-C level 5 (5k) | IMSE | Accuracy (Gaussian Noise)61.9 | 47 | 1d ago | |
| 7 scenarios (ImageNet-C, ImageNet-V2, ImageNet-VID, LaSOT subset from TAO) (test) | LAME | Accuracy71.22 | 38 | 3mo ago | |
| ITD γ = 10⁻¹ (test) | RoTTA (FPS) | Accuracy34.15 | 18 | 14d ago | |
| ImageNet-C γ = 10⁻¹ (test) | RoTTA (CSTU) | Accuracy (ImageNet-C, γ=10⁻¹)38.65 | 18 | 14d ago | |
| Office-Home | CoDiRe | Accuracy80.38 | 16 | 1mo ago | |
| ImageNet-C severity level 5 (test) | EATA + clip | Acc (Gaussian)48.4 | 15 | 1d ago | |
| CIFAR100-C | Source | Acc (Gauss.)73 | 14 | 3mo ago | |
| ImageNet-C level 5 | EVA-0♣ | Accuracy66.1 | 10 | 14d ago | |
| ImageNet-C | TeSLA-s+SC | Avg Error Rate50.9 | 10 | 3mo ago | |
| CIFAR100-C | TeSLA-s+SC | Avg Error Rate37 | 10 | 3mo ago | |
| CIFAR10-C | TeSLA-s+SC | Avg Error Rate11.7 | 10 | 3mo ago | |
| ImageNet-C (test) | ZeroSiam | Accuracy64.5 | 9 | 2mo ago | |
| CIFAR-100-C 20 rounds, severity 5 | TRIBE | Error Rate (Round 1)33.8 | 7 | 2mo ago | |
| ImageNet-C level 5 (test) | ZOTTA | Accuracy66.6 | 7 | 2mo ago | |
| CUB-200-C | ProtoTTA | Semantic Consistency (PAC)91.9 | 6 | 1mo ago | |
| ImageNet-Sketch | FOZO | Top-1 Accuracy50.5 | 6 | 2mo ago | |
| ImageNet-R | FOZO | Top-1 Accuracy64.1 | 6 | 2mo ago | |
| Amazon-C | SAR | Semantic Consistency (PAC)20.8 | 5 | 1mo ago | |
| ImageNet-3DCC 50k severity level 5 (test) | TENT | Bit Error1.2 | 5 | 2mo ago | |
| DomainNet | SAR | Accuracy (R → C)69.64 | 5 | 2mo ago |
