Fine-grained Image Classification on CUB-200 2011 (test)
92.5AccHERBS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HERBSBackbone=Custom2025.08 | 92.5 | — | — | |
| Swin-Base-LoupeBackbone=Swin-B2025.08 | 91.72 | — | — | |
| TransFGBackbone=ViT-B/162025.08 | 91.7 | — | — | |
| FFVTBackbone=ViT-B/162025.08 | 91.6 | — | — | |
| IVPTBackbone=DinoV2-L2025.03 | 91.1 | 72.6 | 77.4 | |
| IVPTBackbone=DinoV2-B2025.03 | 90.8 | 75.3 | 75.9 | |
| VPT-Deep (w/ Proto.)Backbone=DinoV2-L2025.03 | 90.7 | 61.9 | 75 | |
| E2VPT (w/ Proto.)Backbone=DinoV2-L2025.03 | 90.7 | 64.6 | 76.1 | |
| Gated Prompt Tuning (w/ Proto.)Backbone=DinoV2-L2025.03 | 90.5 | 67.2 | 75.6 | |
| Gated Prompt Tuning (w/ Proto.)Backbone=DinoV2-B2025.03 | 90.4 | 70.3 | 71.8 | |
| Huang et al.Backbone=DinoV2-L2025.03 | 90.3 | 67.4 | 74.3 | |
| VPT-Deep (w/ Proto.)Backbone=DinoV2-B2025.03 | 90.3 | 70.2 | 72.5 | |
| VPT-Shallow (w/ Proto.)Backbone=DinoV2-L2025.03 | 90.1 | 54.5 | 71.7 | |
| E2VPT (w/ Proto.)Backbone=DinoV2-B2025.03 | 90.1 | 66.6 | 70.9 | |
| Huang et al.Backbone=DinoV2-B2025.03 | 89.9 | 68.6 | 71.4 | |
| VPT-Shallow (w/ Proto.)Backbone=DinoV2-B2025.03 | 89.9 | 60.5 | 68.5 | |
| Gated Prompt TuningBackbone=DinoV2-L2025.03 | 89.7 | 35.7 | 61.5 | |
| VPT-DeepBackbone=DinoV2-L2025.03 | 89.5 | 14 | 47.6 | |
| Gated Prompt TuningBackbone=DinoV2-B2025.03 | 89.5 | 34.6 | 60.1 | |
| E2VPTBackbone=DinoV2-L2025.03 | 89.4 | 27.3 | 55 | |
| E2VPTBackbone=DinoV2-B2025.03 | 89.3 | 27.5 | 54.3 | |
| VPT-DeepBackbone=DinoV2-B2025.03 | 89.1 | 14.6 | 39.5 | |
| VPT-ShallowBackbone=DinoV2-L2025.03 | 88.7 | 11.3 | 44.5 | |
| VPT-ShallowBackbone=DinoV2-B2025.03 | 88.5 | 12.7 | 40.3 | |
| TesNetBackbone=DinoV2-L2025.03 | 88.3 | 55.3 | 68.9 | |
| IVPTBackbone=DinoV2-S2025.03 | 88.1 | 63.5 | 70.2 | |
| E2VPT (w/ Proto.)Backbone=DinoV2-S2025.03 | 87.8 | 62.4 | 67.3 | |
| Gated Prompt Tuning (w/ Proto.)Backbone=DinoV2-S2025.03 | 87.8 | 65.4 | 68.2 | |
| ProtoPoolBackbone=DinoV2-L2025.03 | 87.5 | 44.6 | 62.3 | |
| VPT-Deep (w/ Proto.)Backbone=DinoV2-S2025.03 | 87.3 | 61.8 | 65.3 | |
| ProtoPoolBackbone=DinoV2-B2025.03 | 87.1 | 42.9 | 60.2 | |
| VPT-Shallow (w/ Proto.)Backbone=DinoV2-S2025.03 | 87.1 | 52 | 67.1 | |
| Huang et al.Backbone=DinoV2-S2025.03 | 86.9 | 65.7 | 67.5 | |
| TesNetBackbone=DinoV2-B2025.03 | 86.8 | 51.2 | 66.7 | |
| Gated Prompt TuningBackbone=DinoV2-S2025.03 | 86.8 | 28.5 | 41.2 | |
| E2VPTBackbone=DinoV2-S2025.03 | 86.7 | 22.3 | 43.2 | |
| IVPTBackbone=DeiT-B2025.03 | 86.7 | 64.5 | 72.3 | |
| VPT-DeepBackbone=DinoV2-S2025.03 | 86.5 | 11.5 | 40.6 | |
| VPT-ShallowBackbone=DinoV2-S2025.03 | 86.2 | 9 | 39.2 | |
| Gated Prompt Tuning (w/ Proto.)Backbone=DeiT-B2025.03 | 86.2 | 61.3 | 65.4 | |
| IVPTBackbone=DeiT-S2025.03 | 86.2 | 63.1 | 73.4 | |
| ProtoPNetBackbone=DinoV2-L2025.03 | 86.1 | 26.7 | 59.9 | |
| E2VPT (w/ Proto.)Backbone=DeiT-B2025.03 | 86.1 | 54.7 | 69.5 | |
| ProtoPNetBackbone=DinoV2-B2025.03 | 85.8 | 27.6 | 57 | |
| VPT-Deep (w/ Proto.)Backbone=DeiT-B2025.03 | 85.6 | 59.7 | 70.3 | |
| Huang et al.Backbone=DeiT-S2025.03 | 85.3 | 54.7 | 70.2 | |
| E2VPT (w/ Proto.)Backbone=DeiT-S2025.03 | 85.2 | 60.8 | 65.2 | |
| Gated Prompt Tuning (w/ Proto.)Backbone=DeiT-S2025.03 | 85.2 | 56.7 | 68.2 | |
| Huang et al.Backbone=DeiT-B2025.03 | 85 | 57.2 | 70.9 | |
| VPT-Shallow (w/ Proto.)Backbone=DeiT-B2025.03 | 84.9 | 50.9 | 62.4 | |
| ProtoPoolBackbone=DinoV2-S2025.03 | 84.6 | 38.2 | 57.1 | |
| Gated Prompt TuningBackbone=DeiT-B2025.03 | 84.5 | 16.8 | 28.9 | |
| TesNetBackbone=DinoV2-S2025.03 | 84.4 | 40.8 | 64.1 | |
| TesNetBackbone=DeiT-B2025.03 | 84.3 | 38.6 | 67.5 | |
| E2VPTBackbone=DeiT-B2025.03 | 84.3 | 26.7 | 41.9 | |
| Gated Prompt TuningBackbone=DeiT-S2025.03 | 84.1 | 8.6 | 32.7 | |
| VPT-Deep (w/ Proto.)Backbone=DeiT-S2025.03 | 84.1 | 54.8 | 66.7 | |
| VPT-DeepBackbone=DeiT-B2025.03 | 84 | 9.2 | 37.8 | |
| E2VPTBackbone=DeiT-S2025.03 | 83.8 | 13.7 | 45.2 | |
| VPT-ShallowBackbone=DeiT-B2025.03 | 83.5 | 8.9 | 33.6 | |
| VPT-Shallow (w/ Proto.)Backbone=DeiT-S2025.03 | 83.4 | 51 | 65 | |
| ProtoPNetBackbone=DinoV2-S2025.03 | 82.7 | 23.9 | 52.8 | |
| VPT-DeepBackbone=DeiT-S2025.03 | 82.7 | 7.7 | 37.1 | |
| ProtoPoolBackbone=DeiT-B2025.03 | 82.5 | 29.6 | 63.4 | |
| VPT-ShallowBackbone=DeiT-S2025.03 | 82.4 | 5.6 | 35.5 | |
| TesNetBackbone=DeiT-S2025.03 | 82.3 | 32.3 | 66.7 | |
| ProtoPoolBackbone=DeiT-S2025.03 | 81.2 | 26.9 | 58.3 | |
| ProtoPNetBackbone=DeiT-B2025.03 | 81 | 16.2 | 60.5 | |
| ProtoPNetBackbone=DeiT-S2025.03 | 80.2 | 14.7 | 52.7 |