List your company
ResearchFormerly WizWand

Fine-grained classification on Aircraft (test)

95.4AccuracySR-GNN
8.76831.25953.7576.241Jan 17, 2021Dec 10, 2021Nov 3, 2022Sep 26, 2023Aug 19, 2024Jul 12, 2025Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SR-GNN2022.0995.4——
Proposed (CAP)Transfer/Joint Learning Strategy=false2021.0194.9——
SotA2022.0994.9——
DCLTransfer/Joint Learning Strategy=false2021.0193——
MCLossTransfer/Joint Learning Strategy=false2021.0192.9——
GPipeTransfer/Joint Learning Strategy=false2021.0192.7——
BARMTransfer/Joint Learning Strategy=false2021.0192.5——
DFLTransfer/Joint Learning Strategy=false2021.0192——
SaSPA w/o BLIP-diffusionType=Ours, Backbone=ResNet-50, Diffusion Model=Stable Diffusion v1.52024.0687.4——
SaSPAType=Ours, Backbone=ResNet-50, Diffusion Model=BLIP-diffusion2024.0686.6——
CAL-AugType=Traditional, Backbone=ResNet-502024.0684.9——
Real GuidanceType=Generative, Backbone=ResNet-502024.0684.8——
CAL-Aug + CutMixType=Traditional, Backbone=ResNet-502024.0684.5——
RandAug + CutMixType=Traditional, Backbone=ResNet-502024.0684——
RandAugType=Traditional, Backbone=ResNet-502024.0683.7——
ALIAType=Generative, Backbone=ResNet-502024.0683.1——
CutMixType=Traditional, Backbone=ResNet-502024.0681.8——
No AugType=Traditional, Backbone=ResNet-502024.0681.4——
MTACategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0620.3—2.4
R-TPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0619.1—9.5
CLIPCategory=Baseline, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0618.2—0
MACCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0618.2—15.5
TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.0616.9—0
SS-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.0616.6—13.3
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.0616.4—6.3
TAPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0616.3—2.6
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02026.0615.7—0
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.0615.7—11
TTCCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.0615.3—0.7
DOCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.0612.5—0.8
TTCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.0612.1—0.7