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ResearchFormerly WizWand

Image Classification on CHMNIST

91.03Mean AccuracySaE
17.366836.490955.61574.7391Feb 21, 2026Mar 13, 2026Apr 2, 2026Apr 23, 2026May 13, 2026Jun 2, 2026Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SaEBudget=20%, Number of seeds=52026.0291.03
MedCoOp + BADGEBudget=20%, Number of seeds=52026.0287.7
MedCoOp + EntropyBudget=20%, Number of seeds=52026.0286.64
PCBBudget=20%, Number of seeds=52026.0285.31
AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0685.3
BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0684.5
Evi-SteerShots=16, Backbone=BiomedCLIP2026.0584.22
CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.0584.14
ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0683.9
GDAShots=16, Backbone=BiomedCLIP2026.0583.66
Evi-SteerShots=8, Backbone=BiomedCLIP2026.0582.78
CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.0582.61
GDAShots=8, Backbone=BiomedCLIP2026.0582.03
TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.0580.43
CoOpShots=16, Backbone=BiomedCLIP2026.0579.63
BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.0279.05
BiomedCoOpShots=16, Backbone=BiomedCLIP2026.0579.05
LP++Shots=16, Backbone=BiomedCLIP2026.0578.32
MedCoOp + CoresetBudget=20%, Number of seeds=52026.0277.99
BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0676.9
CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0676.7
Evi-SteerShots=4, Backbone=BiomedCLIP2026.0575.29
ProGradShots=16, Backbone=BiomedCLIP2026.0575.11
CoOpShots=8, Backbone=BiomedCLIP2026.0575
BiomedCoOpShots=8, Backbone=BiomedCLIP2026.0574.78
TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.0574.51
KgCoOpShots=16, Backbone=BiomedCLIP2026.0573.58
LP++Shots=8, Backbone=BiomedCLIP2026.0572.4
CoCoOpShots=16, Backbone=BiomedCLIP2026.0572.16
TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.0571.74
CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0671.5
BiomedCoOpShots=4, Backbone=BiomedCLIP2026.0571.19
ProGradShots=8, Backbone=BiomedCLIP2026.0570.99
GDAShots=4, Backbone=BiomedCLIP2026.0570.92
VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.0670.8
RandomBudget=20%, Number of seeds=52026.0269.75
KgCoOpShots=8, Backbone=BiomedCLIP2026.0569.5
ProGradShots=4, Backbone=BiomedCLIP2026.0569.13
KgCoOpShots=4, Backbone=BiomedCLIP2026.0568.77
CoOpShots=4, Backbone=BiomedCLIP2026.0568.66
LP++Shots=4, Backbone=BiomedCLIP2026.0567.79
CoCoOpShots=8, Backbone=BiomedCLIP2026.0566.58
CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.0564.34
CoCoOpShots=4, Backbone=BiomedCLIP2026.0558.58
CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.0542.06
CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.0536.48
BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.0636.2
CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.0533.26
CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.0632
BiomedCLIPShots=0, Backbone=BiomedCLIP2026.0530.65
BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.0623.2
BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.0621.3
AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.0620.2