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ResearchFormerly WizWand

Image Classification on Caltech101 (Top-1 Accuracy)

95.57Top-1 Accuracy (Caltech101)SCAN
51.401262.868174.33585.8019Mar 20, 2024Jul 30, 2024Dec 10, 2024Apr 22, 2025Sep 1, 2025Jan 12, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SCANShot=162025.0595.57
GPT-4V2024.0395.5
RARBase Model=Qwen-VL2024.0395.5
SCANShot=82025.0595
DeKgBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0594.73
MAILBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0594.73
MMRLBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0594.67
RARBase Model=LLaVA1.52024.0394.6
MAIL++Backbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0594.6
CoOpOpBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0594.43
RARBase Model=Intern-IXC22024.0394.4
VP (white-box)Shots=16, Model Access Type=White-box2024.0794.2
LLaVA1.5 FinetuningShots=162024.0394.1
RAR (LLaVA1.5)Shots=162024.0394.1
TCPBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.97
BIP-DBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.93
SCANShot=42025.0593.81
BARShots=16, Model Access Type=Black-box2024.0793.8
MMABackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.8
SimNLShot=162025.0593.77
BlackVIPShots=16, Model Access Type=Black-box2024.0793.7
CoOpBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.7
PromptSRCBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.6
MaPLeBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.0593.53
BlackVIP-SEShots=16, Model Access Type=Black-box2024.0793.5
RAR (LLaVA1.5)Shots=82024.0393.5
TaskResShot=162025.0593.43
SimNLShot=82025.0593.4
CLIP-ViT-B/16Layers=-2026.0392.98
Tip-Adapter-FShot=162025.0592.93
ZSEvaluation Protocol=Zero-shot2024.0792.9
Col-LnLayers=3, 6, 9, KeepRate=0.72026.0392.74
SCANShot=22025.0592.69
CLIP-AdapterShot=162025.0592.44
CLIP+KNNShots=162024.0392.4
TaskResShot=82025.0592.4
SimNLShot=42025.0592.21
SCANShot=12025.0592.17
RAR (LLaVA1.5)Shots=42024.0392.1
LLaVA1.5 FinetuningShots=82024.0392.1
CoOpShot=162025.0591.61
Tip-Adapter-FShot=82025.0591.54
CLIP-AdapterShot=82025.0591.22
SimNLShot=22025.0591.19
CLIP-AdapterShot=42025.0590.98
TaskResShot=42025.0590.97
CoCoOpShot=162025.0590.9
TCA (Baseline)Layers=3, 6, 9, KeepRate=0.72026.0390.87
SimNLShot=12025.0590.87
Tip-Adapter-FShot=42025.0590.67
CLIP+KNNShots=82024.0390.6
CoCoOpShot=42025.0590.31
TaskResShot=22025.0590.27
CoOpShot=82025.0590.15
CoCoOpShot=82025.0590.14
Col-LnLayers=0, 3, 6, KeepRate=0.72026.0389.9
Tip-Adapter-FShot=22025.0589.81
CoCoOpShot=22025.0589.47
VP w/ SPSA-GCShots=16, Model Access Type=Black-box2024.0789.4
Tip-Adapter-FShot=12025.0589.38
CLIP-AdapterShot=22025.0589.32
RAR (LLaVA1.5)Shots=22024.0389.2
CoOpShot=42025.0589.17
TaskResShot=12025.0588.8
CLIP-AdapterShot=12025.0588.7
LLaVA1.5 FinetuningShots=42024.0388.4
CoOpShot=22025.0587.92
CLIP+KNNShots=42024.0387.9
CoOpShot=12025.0587.43
FARE2026.0486.42
CLIP2026.0486.19
CoCoOpShot=12025.0586.01
RAR (LLaVA1.5)Shots=12024.0385.2
TCA (Baseline)Layers=0, 3, 6, KeepRate=0.72026.0384.67
CLIPShot=02025.0584.52
PMG-AFT2026.0484.5
AdvFLYPfull2026.0484.4
LLaVA1.5 FinetuningShots=12024.0384.1
AdvFLYP2026.0483.82
CLIP+KNNShots=22024.0382.9
TeCoA2026.0481.31
TGA-ZSR2026.0478.46
CLIP+KNNShots=12024.0375.9
LLaVA1.5 FinetuningShots=22024.0353.1