Out-of-Distribution Detection on CUB
98.5AUCCoOD*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoOD*Tr.=CoOp, requires_OOD_labels=true2026.04 | 98.5 | 8 | — | |
| CoOD*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 98.5 | 6.8 | — | |
| CoODTr.=CoOp2026.04 | 98.1 | 10.7 | — | |
| CoODTr.=LoCoOp2026.04 | 97.9 | 10.4 | — | |
| CoOD-FTr.=LoCoOp2026.04 | 97.2 | 14.1 | — | |
| CoOD*Backbone=CLIP ViT-L/142026.04 | 97.1 | — | 14.8 | |
| CoOD*Tr.=IDLike, requires_OOD_labels=true2026.04 | 97 | 20.1 | — | |
| CoOD*Tr.=CLIP, requires_OOD_labels=true2026.04 | 96.4 | 18.4 | — | |
| CoOD-FTr.=CoOp2026.04 | 96.4 | 19 | — | |
| CoOD*Tr.=LoPro, requires_OOD_labels=true2026.04 | 96.4 | 18.4 | — | |
| CoODBackbone=CLIP ViT-L/142026.04 | 96.4 | — | 18.7 | |
| CoODTr.=IDLike2026.04 | 96.2 | 22.7 | — | |
| CoODTr.=CLIP2026.04 | 95.2 | 22.7 | — | |
| CoODTr.=LoPro2026.04 | 95.2 | 22.7 | — | |
| CoOD-FBackbone=CLIP ViT-L/142026.04 | 94.9 | — | 27.2 | |
| CoOD-FTr.=IDLike2026.04 | 94.5 | 29.4 | — | |
| CoOD-FTr.=CLIP2026.04 | 92.1 | 31.7 | — | |
| CoOD-FTr.=LoPro2026.04 | 91.9 | 32.6 | — | |
| EOE*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 82.5 | 62.1 | — | |
| EOE*Tr.=CoOp, requires_OOD_labels=true2026.04 | 82.1 | 67.3 | — | |
| DualTr.=LoCoOp2026.04 | 82 | 62.1 | — | |
| MLSTr.=CoOp2026.04 | 81.9 | 65.8 | — | |
| EBOTr.=CoOp2026.04 | 81.5 | 66.7 | — | |
| DualTr.=CoOp2026.04 | 81.3 | 66.7 | — | |
| CSP*Backbone=CLIP ViT-L/142026.04 | 81.1 | — | 66.8 | |
| MLSTr.=IDLike2026.04 | 80.9 | 66.5 | — | |
| CSP*Tr.=IDLike, requires_OOD_labels=true2026.04 | 80.8 | 67.8 | — | |
| MCMTr.=LoCoOp2026.04 | 80.7 | 64.6 | — | |
| GapTr.=LoCoOp2026.04 | 80.5 | 63.1 | — | |
| EBOTr.=IDLike2026.04 | 80.5 | 68.6 | — | |
| MLSBackbone=CLIP ViT-L/142026.04 | 80.5 | — | 68.9 | |
| MCMTr.=CoOp2026.04 | 80.4 | 67.8 | — | |
| EBOBackbone=CLIP ViT-L/142026.04 | 80.1 | — | 69.8 | |
| NEG*Backbone=CLIP ViT-L/142026.04 | 80.1 | — | 71 | |
| COOKTr.=CoOp2026.04 | 79.4 | 69.1 | — | |
| CSP*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 79.3 | 67.6 | — | |
| COOKTr.=LoCoOp2026.04 | 79.3 | 66.3 | — | |
| ODINTr.=LoCoOp2026.04 | 79.2 | 67.3 | — | |
| DualTr.=IDLike2026.04 | 79.2 | 69.4 | — | |
| EOE*Backbone=CLIP ViT-L/142026.04 | 79.1 | — | 72.4 | |
| NEG*Tr.=IDLike, requires_OOD_labels=true2026.04 | 79 | 76.4 | — | |
| GapTr.=CoOp2026.04 | 78.8 | 66.6 | — | |
| DualBackbone=CLIP ViT-L/142026.04 | 78.8 | — | 73.6 | |
| CSP*Tr.=CoOp, requires_OOD_labels=true2026.04 | 78.3 | 68.4 | — | |
| MLSTr.=LoCoOp2026.04 | 78.3 | 68 | — | |
| GL/RTr.=LoCoOp2026.04 | 78.3 | 67.2 | — | |
| GL/RTr.=CoOp2026.04 | 78.2 | 73.4 | — | |
| ODINTr.=CoOp2026.04 | 78.1 | 73 | — | |
| NEG*Tr.=CoOp, requires_OOD_labels=true2026.04 | 78.1 | 72.2 | — | |
| EOE*Tr.=CLIP, requires_OOD_labels=true2026.04 | 77.8 | 73 | — | |
| MCMBackbone=CLIP ViT-L/142026.04 | 77.6 | — | 74.9 | |
| COOKBackbone=CLIP ViT-L/142026.04 | 77.6 | — | 75.1 | |
| MLSTr.=CLIP2026.04 | 77.5 | 71.2 | — | |
| EOE*Tr.=LoPro, requires_OOD_labels=true2026.04 | 77.5 | 70.5 | — | |
| ODINBackbone=CLIP ViT-L/142026.04 | 77.5 | — | 76.2 | |
| MLSTr.=LoPro2026.04 | 77 | 71.3 | — | |
| EBOTr.=CLIP2026.04 | 76.9 | 71.3 | — | |
| ∆ETr.=CLIP2026.04 | 76.8 | 76.2 | — | |
| ∆ETr.=CoOp2026.04 | 76.8 | 74 | — | |
| ∆ETr.=LoCoOp2026.04 | 76.8 | 74 | — | |
| GL/RBackbone=CLIP ViT-L/142026.04 | 76.7 | — | 76.8 | |
| ∆ETr.=IDLike2026.04 | 76.6 | 73.7 | — | |
| CSP*Tr.=CLIP, requires_OOD_labels=true2026.04 | 76.5 | 83.5 | — | |
| DualTr.=CLIP2026.04 | 76.4 | 70.5 | — | |
| NEG*Tr.=CLIP, requires_OOD_labels=true2026.04 | 76.3 | 74.8 | — | |
| EBOTr.=LoPro2026.04 | 76.3 | 73 | — | |
| MCMTr.=IDLike2026.04 | 76.2 | 73.9 | — | |
| ∆EBackbone=CLIP ViT-L/142026.04 | 76.2 | — | 77.1 | |
| EBOTr.=LoCoOp2026.04 | 76.1 | 73.1 | — | |
| DualTr.=LoPro2026.04 | 76.1 | 72.3 | — | |
| CSP*Tr.=LoPro, requires_OOD_labels=true2026.04 | 76.1 | 85 | — | |
| GL/RTr.=LoPro2026.04 | 75.9 | 72 | — | |
| COOKTr.=CLIP2026.04 | 75.6 | 72.7 | — | |
| GL/RTr.=IDLike2026.04 | 75.5 | 74.9 | — | |
| NEG*Tr.=LoPro, requires_OOD_labels=true2026.04 | 75.5 | 75.7 | — | |
| MCMTr.=CLIP2026.04 | 75.4 | 73 | — | |
| COOKTr.=IDLike2026.04 | 75.3 | 74.2 | — | |
| ODINTr.=IDLike2026.04 | 75.2 | 76.6 | — | |
| MCMTr.=LoPro2026.04 | 75.2 | 73.9 | — | |
| COOKTr.=LoPro2026.04 | 75.2 | 74.2 | — | |
| ODINTr.=LoPro2026.04 | 74.5 | 76.2 | — | |
| ∆ETr.=LoPro2026.04 | 74.3 | 77.1 | — | |
| ODINTr.=CLIP2026.04 | 74.2 | 76.4 | — | |
| NEG*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 74.2 | 76.4 | — | |
| EOE*Tr.=IDLike, requires_OOD_labels=true2026.04 | 73.9 | 77.2 | — | |
| GL/RTr.=CLIP2026.04 | 73.5 | 76.3 | — | |
| GapTr.=LoPro2026.04 | 71.9 | 76.7 | — | |
| GapBackbone=CLIP ViT-L/142026.04 | 70.8 | — | 70.7 | |
| GapTr.=IDLike2026.04 | 70.2 | 70.5 | — | |
| ViMBackbone=CLIP ViT-L/142026.04 | 69.8 | — | 81.3 | |
| GapTr.=CLIP2026.04 | 67.5 | 74 | — | |
| ViMTr.=CoOp2026.04 | 65.8 | 78.5 | — | |
| ViMTr.=IDLike2026.04 | 65.7 | 80.6 | — | |
| KLTr.=IDLike2026.04 | 65.3 | 81.4 | — | |
| KLTr.=LoPro2026.04 | 65.3 | 82 | — | |
| KLTr.=CLIP2026.04 | 65.2 | 81.6 | — | |
| KLBackbone=CLIP ViT-L/142026.04 | 64.6 | — | 85.3 | |
| ViMTr.=LoCoOp2026.04 | 64.1 | 82.1 | — | |
| ViMTr.=CLIP2026.04 | 63.4 | 83.8 | — | |
| ViMTr.=LoPro2026.04 | 63.4 | 82.7 | — |