Object Hallucination Detection on nocaps-FOIL (Near-Domain)
92.6APEXPERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EXPERTMethod Category=LLM-based2026.05 | 92.6 | 93 | 98.5 | |
| VQAScoreMethod Category=LLM-based, Backbone=CLIP-FlanT5-XXL2026.05 | 88.8 | 89.4 | 95.1 | |
| FLEURMethod Category=LLM-based2026.05 | 88.4 | 90 | 97.9 | |
| BEiTScore-L/14Method Category=Encoder-based, Backbone=BEiT-L/142026.05 | 87.5 | 88.9 | 98.3 | |
| BEiTScore-B/32Method Category=Encoder-based, Backbone=BEiT-B/322026.05 | 86.1 | 86.8 | 98.6 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-L2026.05 | 77 | 80.7 | 95.1 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 76.9 | 78.8 | 96.3 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 74.2 | 77.8 | 92.5 | |
| PAC-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 73.2 | 76.9 | 90.7 | |
| PAC-S++Method Category=Encoder-based, Backbone=ViT-B2026.05 | 73.2 | 77 | 92.7 | |
| LongCLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 72.9 | 75.9 | 94.9 | |
| BEiTScore-L/14 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-L/14, Training Stage=w/o Stage 12026.05 | 71.9 | 74.4 | 96.2 | |
| SPECSMethod Category=Encoder-based2026.05 | 71.7 | 75.1 | 97.3 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-L2026.05 | 70.8 | 73.9 | 90.3 | |
| BEiTScore-B/32 w/o Stage 1Method Category=Encoder-based, Backbone=BEiT-B/32, Training Stage=w/o Stage 12026.05 | 69.8 | 72.6 | 94.2 | |
| CLIP-SMethod Category=Encoder-based, Backbone=ViT-B2026.05 | 68.7 | 71.8 | 87 | |
| ALOHaMethod Category=LLM-based2026.05 | 66.7 | — | — | |
| GPT4o (API)Method Category=LLM-based2026.05 | — | — | 93.6 |