Image Classification on OxfordIIITPet
92.31AccuracyFP32
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FP32Model=SigLIP2-B/16, Evaluation Protocol=Zero-shot2025.10 | 92.31 | — | — | |
| FP32Model=SigLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 92.15 | — | — | |
| aTLASArchitecture=ViT-B-322025.08 | 91.82 | — | — | |
| RegCacheModel=SigLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 91.33 | — | — | |
| AXISArchitecture=ViT-B-322025.08 | 90.79 | — | — | |
| NaiveModel=SigLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 90.24 | — | — | |
| RegCacheModel=SigLIP2-B/16, Evaluation Protocol=Zero-shot2025.10 | 89.7 | — | — | |
| FP32Model=OpenCLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 88.74 | — | — | |
| FP32Model=CLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 88.03 | — | — | |
| VLM BaselineIR=1.14, Backbone=VLM2026.01 | 87.3 | — | — | |
| RegCacheModel=OpenCLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 87 | — | — | |
| RegCacheModel=CLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 86.21 | — | — | |
| NaiveModel=OpenCLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 78.09 | — | — | |
| NaiveModel=CLIP-B/16, Evaluation Protocol=Zero-shot2025.10 | 74.19 | — | — | |
| NaiveModel=SigLIP2-B/16, Evaluation Protocol=Zero-shot2025.10 | 58.22 | — | — | |
| RN50 BaselineIR=1.14, Backbone=ResNet-502026.01 | 26.6 | — | — | |
| PRISMIR=1.14, Attack Type=Blend, Backbone=ResNet-502026.01 | — | 1.9 | 2.9 | |
| PRISMIR=1.14, Attack Type=BPP, Backbone=ResNet-502026.01 | — | 5.4 | 2.9 | |
| PRISMIR=1.14, Attack Type=CTRL, Backbone=ResNet-502026.01 | — | 4.5 | 2.9 |