Object Hallucination Detection on nocaps-FOIL (Overall)
91.1APEXPERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EXPERTMethod Category=LLM-based2026.05 | 91.1 | 92.2 | 98.5 | |
| VQAScoreMethod Category=LLM-based, Backbone=CLIP-FlanT5-XXL2026.05 | 88 | 89.1 | 95.2 | |
| BEiTScore-L/14Method Category=Encoder-based, Backbone=BEiT-L/142026.05 | 87.3 | 88.8 | 98.2 | |
| FLEURMethod Category=LLM-based2026.05 | 86.8 | 88.7 | 97.2 | |
| BEiTScore-B/32Method Category=Encoder-based, Backbone=BEiT-B/322026.05 | 85.5 | 86.3 | 98.1 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 78.2 | 80 | 96.8 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-L2026.05 | 77.5 | 81 | 95.7 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 74.7 | 78.2 | 91.8 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 74.7 | 78.3 | 92.7 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-B2026.05 | 74.2 | 77.9 | 92.8 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 74.1 | 77.1 | 95 | |
| BEiTScore-L/14 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-L/14, Training Stage=w/o Stage 12026.05 | 72.5 | 75.5 | 95.8 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 71.7 | 75.1 | 90.7 | |
| SPECSMethod Category=Encoder-based2026.05 | 71.1 | 74.3 | 97 | |
| BEiTScore-B/32 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-B/32, Training Stage=w/o Stage 12026.05 | 70.4 | 73.1 | 94.1 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 70 | 73.7 | 87.5 | |
| ALOHaMethod Category=LLM-based2026.05 | 69.3 | — | — | |
| GPT4o (API)Method Category=LLM-based2026.05 | — | — | 92.9 |