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ResearchFormerly WizWand

Image Classification on 11-Dataset Average

84Average AccuracyCLIP-LoRA + Ours
64.96869.90974.8579.791Dec 16, 2024Feb 28, 2025May 13, 2025Jul 27, 2025Oct 9, 2025Dec 22, 2025Mar 7, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CLIP-LoRA + OursShots=16, Backbone=ViT-B/16, Seeds=32026.0384
Skip TuningShot=16, Time (s)=962, Mem. (M)=5282024.1283.91
ProSRCShot=16, Time (s)=14403, Mem. (M)=33732024.1282.87
MaPLeShot=16, Time (s)=14070, Mem. (M)=30612024.1281.79
CLIP-LoRA + OursShots=8, Backbone=ViT-B/16, Seeds=32026.0381.6
Skip TuningShot=8, Time (s)=508, Mem. (M)=5282024.1280.96
ProSRCShot=8, Time (s)=7636, Mem. (M)=33732024.1280.69
CoOpShot=16, Time (s)=3879, Mem. (M)=45512024.1279.89
MaPLeShot=8, Time (s)=7060, Mem. (M)=30612024.1278.89
CLIP-LoRA + OursShots=4, Backbone=ViT-B/16, Seeds=32026.0378.7
Skip TuningShot=4, Time (s)=280, Mem. (M)=5282024.1278.44
ProSRCShot=4, Time (s)=3841, Mem. (M)=33732024.1278.35
CoOpShot=8, Time (s)=1988, Mem. (M)=45512024.1276.98
CLIP-LoRA + OursShots=2, Backbone=ViT-B/16, Seeds=32026.0376.2
MaPLeShot=4, Time (s)=3541, Mem. (M)=30612024.1275.37
ProSRCShot=2, Time (s)=1947, Mem. (M)=33732024.1275.29
Skip TuningShot=2, Time (s)=165, Mem. (M)=5282024.1275.18
CoCoOpShot=16, Time (s)=10694, Mem. (M)=28882024.1274.9
CoOpShot=4, Time (s)=1036, Mem. (M)=45512024.1274.02
CLIP-LoRA + OursShots=1, Backbone=ViT-B/16, Seeds=32026.0373.5
CoCoOpShot=8, Time (s)=5358, Mem. (M)=28882024.1272.96
MaPLeShot=2, Time (s)=1785, Mem. (M)=30612024.1272.58
LDCShots=1, Backbone=ViT-B/16, Seeds=32026.0372.5
CLIP-LoRAShots=1, Backbone=ViT-B/16, Seeds=32026.0372.5
ProSRCShot=1, Time (s)=999, Mem. (M)=33732024.1272.32
Skip TuningShot=1, Time (s)=106, Mem. (M)=5282024.1272.24
CoCoOpShot=4, Time (s)=2684, Mem. (M)=28882024.1271.21
TIP-Adapter-FShots=1, Backbone=ViT-B/16, Seeds=32026.0370.9
TaskResShots=1, Backbone=ViT-B/16, Seeds=32026.0370.8
PLOT++Shots=1, Backbone=ViT-B/16, Seeds=32026.0370.7
CoOpShot=2, Time (s)=561, Mem. (M)=45512024.1270.65
KgCoOpShots=1, Backbone=ViT-B/16, Seeds=32026.0369.6
ProGradShots=1, Backbone=ViT-B/16, Seeds=32026.0369.5
MaPLeShot=1, Time (s)=911, Mem. (M)=30612024.1269.27
CoCoOpShots=1, Backbone=ViT-B/16, Seeds=32026.0368.8
CoCoOpShot=2, Time (s)=1346, Mem. (M)=28882024.1267.65
CoOp(16)Shots=1, Backbone=ViT-B/16, Seeds=32026.0367.6
CoOpShot=1, Time (s)=327, Mem. (M)=45512024.1267.56
CoOp(4)Shots=1, Backbone=ViT-B/16, Seeds=32026.0367.2
CoCoOpShot=1, Time (s)=678, Mem. (M)=28882024.1266.79
MaPLeShots=1, Backbone=ViT-B/16, Seeds=32026.0366.4
CLIP-AdapterShots=1, Backbone=ViT-B/16, Seeds=32026.0365.7