Visual Instruction Following on Caltech 101 Instructive Visual Benchmark
38.74AccuracyLIVE
Evaluation results
| Method | Links | |
|---|---|---|
| LIVEViT Model=SigLip B/16, Evaluation Protocol=Zero-Shot2026.06 | 38.74 | |
| LIVEViT Model=SigLip 2 So400m, Evaluation Protocol=Zero-Shot2026.06 | 37.64 | |
| LIVEViT Model=SigLip 2 B/16, Evaluation Protocol=Zero-Shot2026.06 | 37.12 | |
| LIVEViT Model=SigLip T/14, Evaluation Protocol=Zero-Shot2026.06 | 26.5 | |
| Menon et al.ViT Model=SigLip 2 So400m, Evaluation Protocol=Zero-Shot2026.06 | 15.04 | |
| Menon et al.ViT Model=SigLip 2 B/16, Evaluation Protocol=Zero-Shot2026.06 | 14.8 | |
| Menon et al.ViT Model=SigLip B/16, Evaluation Protocol=Zero-Shot2026.06 | 12.3 | |
| Menon et al.ViT Model=SigLip T/14, Evaluation Protocol=Zero-Shot2026.06 | 9.49 | |
| SigLipViT Model=SigLip B/16, Evaluation Protocol=Zero-Shot2026.06 | 8.83 | |
| SigLipViT Model=SigLip 2 B/16, Evaluation Protocol=Zero-Shot2026.06 | 8.18 | |
| FusionViT Model=SigLip 2 So400m, Evaluation Protocol=Zero-Shot2026.06 | 8.18 | |
| SigLipViT Model=SigLip 2 So400m, Evaluation Protocol=Zero-Shot2026.06 | 8.08 | |
| FusionViT Model=SigLip 2 B/16, Evaluation Protocol=Zero-Shot2026.06 | 8.05 | |
| FusionViT Model=SigLip B/16, Evaluation Protocol=Zero-Shot2026.06 | 7.56 | |
| SigLipViT Model=SigLip T/14, Evaluation Protocol=Zero-Shot2026.06 | 7.52 | |
| FusionViT Model=SigLip T/14, Evaluation Protocol=Zero-Shot2026.06 | 6.64 |