Partial-label image classification on Flowers (test)
89Testing AccuracyHopS+SCE
Evaluation results
| Method | Links | |
|---|---|---|
| HopS+SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 89 | |
| HopSPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 88 | |
| CCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 87 | |
| SCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 87 | |
| LWCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 73 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 69.9 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 69.9 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 66.1 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 65.4 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 61.9 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 61.1 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 59.7 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 54.4 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 53.9 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 53.1 | |
| RCPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 53 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 51.4 | |
| HopSConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 48.3 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=cls-prompts2026.04 | 47.5 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=cls-prompts2026.04 | 46.8 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level, Prompting strategy=uni-prompts2026.04 | 43.8 | |
| HopSConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential, Prompting strategy=uni-prompts2026.04 | 39.8 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=two-level2026.04 | 20.8 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=two-level2026.04 | 20.7 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=random, Distribution pattern=exponential2026.04 | 18.1 | |
| EXPPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 18 | |
| MAEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 18 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=random, Distribution pattern=exponential2026.04 | 17.3 | |
| GCEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 15 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=two-level2026.04 | 14 | |
| MSEPrompt type=uni-prompt, Missing rate=12.5% (rand)2026.04 | 13 | |
| SoLarConfusion level (gamma_c)=0.67, Confusion type=instance-dependent, Distribution pattern=exponential2026.04 | 11.1 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=two-level2026.04 | 10.6 | |
| SoLarConfusion level (gamma_c)=0.75, Confusion type=instance-dependent, Distribution pattern=exponential2026.04 | 9.1 |