Hallucination Evaluation on CHAIR instance-level (test)
11.7BrightnessClipTTT
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ClipTTTbackbone=ViT L/14, LoRA_rank=8, LoRA_scaling=16, iterations=702026.03 | 11.7 | 13.1 | 14.3 | 12.2 | 11.8 | 13.5 | 14.4 | 15.1 | 14.7 | 12.1 | 14.6 | 12 | 13.5 | 13.9 | 17.9 | 13.7 | |
| Greedy Decoding2026.03 | 13.7 | 14.8 | 16.4 | 14.6 | 13.5 | 13.9 | 16.4 | 16.5 | 15.8 | 13.6 | 15.2 | 14.5 | 14.8 | 16.2 | 21.2 | 15.4 | |
| VAP2026.03 | 13.7 | 14.3 | 14.4 | 15.3 | 14 | 15.5 | 15.4 | 15.5 | 16.3 | 14.7 | 15.7 | 15.2 | 15.4 | 14.7 | 19.7 | 15.3 | |
| VCD2026.03 | 13.9 | 15.2 | 17 | 14.4 | 13.6 | 15.5 | 16.2 | 15.3 | 15.5 | 14.5 | 15.3 | 14.2 | 14.8 | 16.2 | 20.3 | 15.5 | |
| CGD2026.03 | 14.1 | 14.6 | 15.5 | 15.2 | 13.9 | 15.1 | 15.9 | 14.3 | 15.5 | 13.7 | 15.6 | 15.4 | 16 | 15.6 | 19.6 | 15.3 | |
| PAI2026.03 | 14.3 | 13.8 | 15.5 | 14.8 | 12.9 | 15.1 | 16.1 | 16.7 | 15.7 | 14.1 | 16.1 | 14.6 | 14.5 | 15.6 | 21 | 15.4 | |
| Restormerapplication_stage=image pre-processing2026.03 | 14.7 | 16.7 | 17.2 | 15.5 | 14.1 | 15.1 | 24.4 | 16.9 | 26.6 | 14.3 | 15.8 | 14.4 | 22 | 15 | 22 | 17.7 | |
| NL-Meansapplication_stage=image pre-processing2026.03 | 15.9 | 15 | 17.5 | 16.1 | 18.7 | 18.1 | 16.9 | 16.8 | 15.1 | 14.6 | 17.7 | 14.9 | 15.4 | 17.1 | 22.6 | 16.8 |