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ResearchFormerly WizWand

Image Classification on Img-LTNr (test)

83.3Top-1 AccuracyCLIP+CE+WTS
6.65226.55146.4566.349Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIP+CE+WTSImbalance Factor=10, Noise Ratio=0.42026.0483.3
CLIP+LA+WTSImbalance Factor=10, Noise Ratio=0.42026.0483.1
CLIP+CEImbalance Factor=10, Noise Ratio=0.42026.0482.9
CLIP+LAImbalance Factor=10, Noise Ratio=0.42026.0481.9
CLIP+CE+WTSImbalance Factor=100, Noise Ratio=0.42026.0481.3
CLIP+LA+WTSImbalance Factor=100, Noise Ratio=0.42026.0480.9
CLIP+CEImbalance Factor=100, Noise Ratio=0.42026.0480.5
CLIP+LAImbalance Factor=100, Noise Ratio=0.42026.0479.5
CLIPImbalance Factor=10, Noise Ratio=0.4, Mode=zero shot2026.0477.1
CLIPImbalance Factor=100, Noise Ratio=0.4, Mode=zero shot2026.0477.1
ECBSImbalance Factor=10, Noise Ratio=0.42026.0450.8
TABASCOImbalance Factor=10, Noise Ratio=0.42026.0449.7
DivideMixImbalance Factor=10, Noise Ratio=0.42026.0449
ULCImbalance Factor=10, Noise Ratio=0.42026.0447.1
UNICONImbalance Factor=10, Noise Ratio=0.42026.0441.6
MW-NetImbalance Factor=10, Noise Ratio=0.42026.0440.3
HARImbalance Factor=10, Noise Ratio=0.42026.0438.7
TABASCOImbalance Factor=100, Noise Ratio=0.42026.0437.1
ECBSImbalance Factor=100, Noise Ratio=0.42026.0436.9
ULCImbalance Factor=100, Noise Ratio=0.42026.0434.8
DivideMixImbalance Factor=100, Noise Ratio=0.42026.0434.7
CEImbalance Factor=10, Noise Ratio=0.42026.0431.5
CEImbalance Factor=100, Noise Ratio=0.42026.0431.5
HARImbalance Factor=100, Noise Ratio=0.42026.0431.3
UNICONImbalance Factor=100, Noise Ratio=0.42026.0431.1
MW-NetImbalance Factor=100, Noise Ratio=0.42026.0431.1
LAImbalance Factor=10, Noise Ratio=0.42026.0425.9
RoLTImbalance Factor=10, Noise Ratio=0.42026.0424.2
LDAMImbalance Factor=10, Noise Ratio=0.42026.0423.5
IBImbalance Factor=10, Noise Ratio=0.42026.0422.1
RoLTImbalance Factor=100, Noise Ratio=0.42026.0416.9
IBImbalance Factor=100, Noise Ratio=0.42026.0416.3
LDAMImbalance Factor=100, Noise Ratio=0.42026.0415.6
LAImbalance Factor=100, Noise Ratio=0.42026.049.6