Mislabeled Data Detection on Mislabeled Data Detection VLM
100AUCDataInf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DataInfVLM Model=Llama-3.2-11B-vision2025.08 | 100 | 100 | |
| HyperINFVLM Model=Llama-3.2-11B-vision2025.08 | 100 | 100 | |
| For-ValueVLM Model=Llama-3.2-11B-vision2025.08 | 99.5 | 100 | |
| Hessian-freeVLM Model=Llama-3.2-11B-vision2025.08 | 96.2 | 95.5 | |
| EmbVLM Model=Llama-3.2-11B-vision2025.08 | 93.3 | 99.6 | |
| For-ValueVLM Model=Qwen2.5-VL-3B-Instruct2025.08 | 88.5 | 99.9 | |
| HyperINFVLM Model=Qwen2.5-VL-3B-Instruct2025.08 | 77 | 91.6 | |
| DataInfVLM Model=Qwen2.5-VL-3B-Instruct2025.08 | 76 | 90.1 | |
| EmbVLM Model=Qwen2.5-VL-3B-Instruct2025.08 | 74.1 | 53.3 | |
| Hessian-freeVLM Model=Qwen2.5-VL-3B-Instruct2025.08 | 71.9 | 76 |