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ResearchFormerly WizWand

Image Classification on Average

90.2AccuracyFF
24.78441.76758.7575.733Jan 1, 2026Jan 23, 2026Feb 14, 2026Mar 8, 2026Mar 30, 2026Apr 21, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FFBackbone=ViT-Large, Method=FF, # Params=303.3M2026.0590.2——
GPartBackbone=ViT-Large, Method=GPart (Ours), # Params=144K2026.0588.14——
Uni-LoRABackbone=ViT-Large, Method=Uni-LoRA, # Params=144K2026.0588——
FourierFTBackbone=ViT-Large, Method=FourierFT, # Params=480K2026.0586.68——
FFBackbone=ViT-Base, Method=FF, # Params=85.8M2026.0586.49——
GPartBackbone=ViT-Base, Method=GPart (Ours), # Params=72K2026.0586.19——
Uni-LoRABackbone=ViT-Base, Method=Uni-LoRA, # Params=72K2026.0585.15——
FourierFTBackbone=ViT-Large, Method=FourierFT, # Params=144K2026.0583.71——
FourierFTBackbone=ViT-Base, Method=FourierFT, # Params=239K2026.0580.29——
FourierFTBackbone=ViT-Base, Method=FourierFT, # Params=72K2026.0577.75——
LPBackbone=ViT-Large, Method=LP, # Params=02026.0572.96——
LPBackbone=ViT-Base, Method=LP, # Params=02026.0568.36——
OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0157.3—53.5
OmniVaTBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0154.147.9—
SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0153.8—48.6
LDCBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0152.934.9—
SPGBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0150.443.8—
PromptStylerBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0149.430.9—
MMRLBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0148.834.8—
PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0147—39.8
CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0146.5—37.4
LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0144.7—35.3
CLIPBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.0142.630.8—
MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.0127.3—15.2