Object Hallucination Detection on nocaps FOIL In-Domain
88.8APEXPERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EXPERTMethod Category=LLM-based2026.05 | 88.8 | 91.7 | 97.6 | |
| VQAScoreMethod Category=LLM-based, Backbone=CLIP-FlanT5-XXL2026.05 | 88.5 | 90.2 | 95.9 | |
| BEiTScore-L/14Method Category=Encoder-based, Backbone=BEiT-L/142026.05 | 87.9 | 90.7 | 97.1 | |
| BEiTScore-B/32Method Category=Encoder-based, Backbone=BEiT-B/322026.05 | 85.8 | 87.7 | 98 | |
| FLEURMethod Category=LLM-based2026.05 | 82.5 | 86.6 | 96.3 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 74.9 | 76.8 | 97.1 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 73.5 | 77 | 91.4 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-L2026.05 | 73.3 | 77.8 | 95.5 | |
| SPECSMethod Category=Encoder-based2026.05 | 73.1 | 76.5 | 98 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 72.8 | 76.1 | 93.1 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-B2026.05 | 71.9 | 74.7 | 90.6 | |
| ALOHaMethod Category=LLM-based2026.05 | 71.8 | — | — | |
| BEiTScore-L/14 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-L/14, Training Stage=w/o Stage 12026.05 | 71.4 | 76.3 | 94.3 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 71.3 | 74.6 | 89.4 | |
| BEiTScore-B/32 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-B/32, Training Stage=w/o Stage 12026.05 | 70 | 72.9 | 94.3 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 69 | 71.8 | 87.8 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 67 | 70 | 84.1 | |
| GPT4o (API)Method Category=LLM-based2026.05 | — | — | 94.7 |