Fine-Grained Classification on FGVC-Aircraft (test)
88.71AccuracyFeDLaS-MbLS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FeDLaS-MbLSArch=ResNet-1012026.06 | 88.71 | 2.16 | — | 2.55 | |
| FeDLaS-LSArch=ResNet-1012026.06 | 88.5 | 1.53 | — | 1.44 | |
| MMCEArch=ResNet-1012026.06 | 88.44 | 3.88 | — | 3.87 | |
| LSArch=ResNet-1012026.06 | 88.39 | 3.01 | — | 2.61 | |
| MbLSArch=ResNet-1012026.06 | 88.35 | 2.47 | — | 2.8 | |
| AdaFocalArch=ResNet-1012026.06 | 88.02 | 9.31 | — | 9.08 | |
| ACLSArch=ResNet-1012026.06 | 87.93 | 3.51 | — | 3.67 | |
| CEArch=ResNet-1012026.06 | 87.42 | 4.79 | — | 4.72 | |
| DFLArch=ResNet-1012026.06 | 86.79 | 2.8 | — | 2.39 | |
| MbLSArch=ViT-B/16 @3842026.06 | 73.29 | 21.89 | — | 21.86 | |
| FeDLaS-LSArch=ViT-B/16 @3842026.06 | 73.17 | 12.38 | — | 12.11 | |
| ACLSArch=ViT-B/16 @3842026.06 | 73.02 | 22.4 | — | 22.4 | |
| FeDLaS-MbLSArch=ViT-B/16 @3842026.06 | 72 | 23.99 | — | 23.98 | |
| LSArch=ViT-B/16 @3842026.06 | 69.21 | 20.53 | — | 20.44 | |
| CEArch=ViT-B/16 @3842026.06 | 68.01 | 25.62 | — | 25.61 | |
| AdaFocalArch=ViT-B/16 @3842026.06 | 67.71 | 17.76 | — | 17.75 | |
| MMCEArch=ViT-B/16 @3842026.06 | 67.23 | 25.35 | — | 25.34 | |
| DFLArch=ViT-B/16 @3842026.06 | 64.41 | 24.67 | — | 24.67 | |
| FPPVenue=CVPR 2026, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 0.2475 | 0.0726 | 0.57 | — | |
| C-TPTVenue=ICLR 2024, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 0.24 | 0.0436 | 0.56 | — | |
| CLIPVenue=ICML 2021, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 0.239 | 0.0511 | 0.52 | — | |
| O-TPTVenue=CVPR 2025, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 0.2364 | 0.0368 | 0.56 | — | |
| TPTVenue=NeurIPS 2022, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 0.234 | 0.168 | 0.58 | — |