Partial-label image classification on Caltech (test)
87Testing AccuracyHopS+SCE
Evaluation Results
| Method | Links | |
|---|---|---|
| HopS+SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 87 | |
| SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 86 | |
| CCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 84 | |
| LWCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 84 | |
| HopSPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 84 | |
| RCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 76 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 74.6 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 72.6 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 71.7 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 71.4 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 71.2 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 70.7 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 67.6 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 67.4 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 52.8 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 50.9 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 50.7 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 46.4 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 45.9 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 42.4 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 42 | |
| MAEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 38 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 35.6 | |
| EXPPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 34 | |
| GCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 26 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level2026.04 | 22.6 | |
| MSEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 20 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level2026.04 | 19.4 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential2026.04 | 18.5 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential2026.04 | 16.1 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential2026.04 | 9.2 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level2026.04 | 7.9 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential2026.04 | 6.4 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level2026.04 | 4.4 |