Fine-Grained Visual Categorization on FGVCAircraft
95.6AccuracyTRD
Evaluation Results
| Method | Links | |
|---|---|---|
| TRD2023.10 | 95.6 | |
| SR-GNN2023.10 | 95.4 | |
| Relational Proxies2023.10 | 95.25 | |
| CAP2023.10 | 94.9 | |
| PMRC2023.10 | 94.8 | |
| MMAL2023.10 | 94.7 | |
| WTFocus2023.10 | 94.7 | |
| CSQA-NetBackbone=Swin-B2024.03 | 94.7 | |
| CSQA-NetBackbone=ResNet-502024.03 | 94.5 | |
| GDSMP-NetBackbone=ResNet-502024.03 | 94.4 | |
| GaRD2023.10 | 94.3 | |
| SIA-NetBackbone=ResNet-502024.03 | 94.3 | |
| CALBackbone=ResNet-502024.03 | 94.2 | |
| P2P-NetBackbone=ResNet-502024.03 | 94.2 | |
| TransFGBackbone=ViT-B-162024.03 | 94 | |
| API-NetBackbone=DenseNet-1612024.03 | 93.9 | |
| DP-NetBackbone=ResNet-502024.03 | 93.9 | |
| CMNBackbone=ResNet-502024.03 | 93.8 | |
| ACC-VITBackbone=ViT-B-162024.03 | 93.5 | |
| PMGBackbone=ResNet-502024.03 | 93.4 | |
| DCALBackbone=R50-ViT-B2024.03 | 93.3 | |
| DPNBackbone=ResNet-502024.03 | 93.2 | |
| SwinTransBackbone=Swin-B2024.03 | 92.2 | |
| MpT-TransBackbone=ViT-B-162024.03 | 92.2 | |
| DBTNet2023.10 | 91.6 | |
| MaxEnt2023.10 | 89.76 | |
| StochNorm2023.10 | 81.79 | |
| TransFG2023.10 | 80.59 | |
| FFVT2023.10 | 79.8 | |
| DMNBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 22.77 | |
| BCABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.08 | 19.89 | |
| DPEBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 19.8 | |
| ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.08 | 19.53 | |
| TPSBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 18.3 | |
| DotaBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.08 | 18.06 | |
| ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.08 | 18 | |
| TDABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.08 | 17.61 | |
| DiffTPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 17.6 | |
| TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 17.58 | |
| C-TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.08 | 17 | |
| TransCLIPBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.08 | 16.6 | |
| UP-DP (gc(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 16.1 | |
| StatABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.08 | 16 | |
| CLIPBackbone=CLIP-RN50, BP-free=N/A, Evaluation Protocol=Online2025.08 | 15.66 | |
| UP-DP (g1(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 14.5 | |
| UP-DP (gc(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 14.3 | |
| USL-MBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 13.3 | |
| UP-DP (f(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 13.1 | |
| UP-DP (f(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 13 | |
| USL-MBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 12.8 | |
| RandomBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 11.8 | |
| UP-DP (g1(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 11.6 | |
| USL-IBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 11.3 | |
| Zero-Shot BLIP-2Backbone=BLIP-2, Evaluation Protocol=Zero-shot2023.07 | 11.3 | |
| RandomBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 10.9 | |
| USL-IBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 10.8 | |
| UP-DP (gc(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 9.8 | |
| UP-DP (g1(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 9.4 | |
| USL-MBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 9.1 | |
| UP-DP (f(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 8.9 | |
| UP-DP (gc(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 7.6 | |
| UP-DP (g1(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 7.4 | |
| USL-IBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 7.4 | |
| RandomBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 7.1 | |
| UP-DP (g1(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 7 | |
| UP-DP (gc(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 6.7 | |
| UP-DP (f(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 6.6 | |
| USL-MBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 6.4 | |
| USL-MBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 5.8 | |
| RandomBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 5.7 | |
| UP-DP (f(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 5.6 | |
| USL-IBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 4.8 | |
| RandomBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 4.2 | |
| USL-IBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 4.2 |