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ResearchFormerly WizWand

Partial-label image classification on Caltech (test)

87Testing AccuracyHopS+SCE
1.09623.39845.768.002Apr 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HopS+SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0487
SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0486
CCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0484
LWCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0484
HopSPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0484
RCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0476
HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.0474.6
HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.0472.6
HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.0471.7
HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.0471.4
HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.0471.2
HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.0470.7
HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.0467.6
HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.0467.4
HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.0452.8
HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.0450.9
HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.0450.7
HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.0446.4
HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.0445.9
HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.0442.4
HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.0442
MAEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0438
HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.0435.6
EXPPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0434
GCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0426
SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level2026.0422.6
MSEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.0420
SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level2026.0419.4
SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential2026.0418.5
SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential2026.0416.1
SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential2026.049.2
SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level2026.047.9
SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential2026.046.4
SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level2026.044.4