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ResearchFormerly WizWand

Fine-Grained Visual Categorization on FGVCAircraft

95.6AccuracyTRD
0.54425.22249.974.578Jul 20, 2023Nov 24, 2023Mar 30, 2024Aug 4, 2024Dec 9, 2024Apr 15, 2025Aug 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
TRD2023.1095.6
SR-GNN2023.1095.4
Relational Proxies2023.1095.25
CAP2023.1094.9
PMRC2023.1094.8
MMAL2023.1094.7
WTFocus2023.1094.7
CSQA-NetBackbone=Swin-B2024.0394.7
CSQA-NetBackbone=ResNet-502024.0394.5
GDSMP-NetBackbone=ResNet-502024.0394.4
GaRD2023.1094.3
SIA-NetBackbone=ResNet-502024.0394.3
CALBackbone=ResNet-502024.0394.2
P2P-NetBackbone=ResNet-502024.0394.2
TransFGBackbone=ViT-B-162024.0394
API-NetBackbone=DenseNet-1612024.0393.9
DP-NetBackbone=ResNet-502024.0393.9
CMNBackbone=ResNet-502024.0393.8
ACC-VITBackbone=ViT-B-162024.0393.5
PMGBackbone=ResNet-502024.0393.4
DCALBackbone=R50-ViT-B2024.0393.3
DPNBackbone=ResNet-502024.0393.2
SwinTransBackbone=Swin-B2024.0392.2
MpT-TransBackbone=ViT-B-162024.0392.2
DBTNet2023.1091.6
MaxEnt2023.1089.76
StochNorm2023.1081.79
TransFG2023.1080.59
FFVT2023.1079.8
DMNBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0822.77
BCABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0819.89
DPEBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0819.8
ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0819.53
TPSBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0818.3
DotaBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0818.06
ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0818
TDABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0817.61
DiffTPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0817.6
TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0817.58
C-TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0817
TransCLIPBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0816.6
UP-DP (gc(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0716.1
StatABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0816
CLIPBackbone=CLIP-RN50, BP-free=N/A, Evaluation Protocol=Online2025.0815.66
UP-DP (g1(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0714.5
UP-DP (gc(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0714.3
USL-MBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0713.3
UP-DP (f(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0713.1
UP-DP (f(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0713
USL-MBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0712.8
RandomBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0711.8
UP-DP (g1(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0711.6
USL-IBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0711.3
Zero-Shot BLIP-2Backbone=BLIP-2, Evaluation Protocol=Zero-shot2023.0711.3
RandomBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.0710.9
USL-IBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.0710.8
UP-DP (gc(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.079.8
UP-DP (g1(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.079.4
USL-MBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.079.1
UP-DP (f(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.078.9
UP-DP (gc(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.077.6
UP-DP (g1(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.077.4
USL-IBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.077.4
RandomBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.077.1
UP-DP (g1(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.077
UP-DP (gc(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.076.7
UP-DP (f(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.076.6
USL-MBackbone=RN50, Evaluation Protocol=Linear probe2023.076.4
USL-MBackbone=RN101, Evaluation Protocol=Linear probe2023.075.8
RandomBackbone=RN50, Evaluation Protocol=Linear probe2023.075.7
UP-DP (f(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.075.6
USL-IBackbone=RN50, Evaluation Protocol=Linear probe2023.074.8
RandomBackbone=RN101, Evaluation Protocol=Linear probe2023.074.2
USL-IBackbone=RN101, Evaluation Protocol=Linear probe2023.074.2