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ResearchFormerly WizWand

Few-shot image classification on all-to-all setting

84AccuracyCLIP-LoRA + ADK
64.34469.44774.5579.653Dec 19, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CLIP-LoRA + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.1284
CLIP-LoRANumber of Shots (K)=16, Backbone=ViT-B/162025.1283.5
2SFS + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.1283.5
2SFSNumber of Shots (K)=16, Backbone=ViT-B/162025.1283.1
CLIP-LoRA + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.1281.8
Rep-Adapter + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.1281.7
CLIP-LoRANumber of Shots (K)=8, Backbone=ViT-B/162025.1281.3
Rep-AdapterNumber of Shots (K)=16, Backbone=ViT-B/162025.1281.2
2SFS + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.1281.2
2SFSNumber of Shots (K)=8, Backbone=ViT-B/162025.1280.6
CLIP-LoRA + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.1279.4
Rep-Adapter + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.1279.2
2SFS + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.1279
Rep-AdapterNumber of Shots (K)=8, Backbone=ViT-B/162025.1278.8
CLIP-LoRANumber of Shots (K)=4, Backbone=ViT-B/162025.1278.7
2SFSNumber of Shots (K)=4, Backbone=ViT-B/162025.1278.1
Rep-Adapter + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.1277
CLIP-LoRA + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.1276.9
Rep-AdapterNumber of Shots (K)=4, Backbone=ViT-B/162025.1276.5
2SFS + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.1276.3
CLIP-LoRANumber of Shots (K)=2, Backbone=ViT-B/162025.1276
2SFSNumber of Shots (K)=2, Backbone=ViT-B/162025.1275.2
Rep-Adapter + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.1274.7
Rep-AdapterNumber of Shots (K)=2, Backbone=ViT-B/162025.1274
CLIP-LoRA + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.1273.9
2SFS + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.1273.9
Rep-Adapter + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.1272.6
CLIP-LoRANumber of Shots (K)=1, Backbone=ViT-B/162025.1272.3
2SFSNumber of Shots (K)=1, Backbone=ViT-B/162025.1272.1
Rep-AdapterNumber of Shots (K)=1, Backbone=ViT-B/162025.1271.5
CLIPBackbone=ViT-B/162025.1265.1