Multi-label Classification on FMoW (test)
27.75WG ScoreDAT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DATBackbone=ViT-L/14, Zero-shot=true2026.06 | 27.75 | 31.19 | 3.44 | |
| DATBackbone=ViT-L/14, zero-shot=true2026.06 | 27.75 | 31.19 | 3.44 | |
| TIEBackbone=ViT-L/14, Zero-shot=true2026.06 | 20.19 | 26.62 | 6.43 | |
| TIEBackbone=ViT-L/14, zero-shot=true2026.06 | 20.19 | 26.62 | 6.43 | |
| TIE*Backbone=ViT-L/14, Zero-shot=true2026.06 | 19.84 | 26.65 | 6.81 | |
| TIE*Backbone=ViT-L/14, zero-shot=true2026.06 | 19.84 | 26.65 | 6.81 | |
| Orth-CaliBackbone=ViT-L/14, Zero-shot=true2026.06 | 19.45 | 26.11 | 6.66 | |
| Orth-CaliBackbone=ViT-L/14, zero-shot=true2026.06 | 19.45 | 26.11 | 6.66 | |
| DAT*Backbone=ViT-L/14, Zero-shot=true2026.06 | 18.63 | 29.56 | 10.93 | |
| DAT*Backbone=ViT-L/14, zero-shot=true, variant=label-free2026.06 | 18.63 | 29.56 | 10.93 | |
| ZSBackbone=ViT-L/14, Zero-shot=true2026.06 | 18.06 | 26.02 | 7.96 | |
| ZSBackbone=ViT-L/14, zero-shot=true2026.06 | 18.06 | 26.02 | 7.96 | |
| Perception CLIPBackbone=ViT-L/14, Zero-shot=true2026.06 | 12.61 | 17.7 | 5.09 | |
| Perception CLIPBackbone=ViT-L/14, zero-shot=true2026.06 | 12.61 | 17.7 | 5.09 | |
| Ideal wordsBackbone=ViT-L/14, Zero-shot=true2026.06 | 11.14 | 20.21 | 9.07 | |
| Ideal wordsBackbone=ViT-L/14, zero-shot=true2026.06 | 11.14 | 20.21 | 9.07 | |
| ROBOSHOTBackbone=ViT-L/14, Zero-shot=true2026.06 | 10.88 | 19.79 | 8.91 | |
| ROBOSHOTBackbone=ViT-L/14, zero-shot=true2026.06 | 10.88 | 19.79 | 8.91 | |
| Group PromptBackbone=ViT-L/14, Zero-shot=true2026.06 | 8.75 | 14.69 | 5.94 | |
| Group PromptBackbone=ViT-L/14, zero-shot=true2026.06 | 8.75 | 14.69 | 5.94 |