Tampered Text Localization on TFR CL (Cross-Language)
40.6IoUTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 40.6 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 25.5 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 24.8 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 21.4 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 21 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 20.5 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 15.8 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 15.6 | |
| SIDAFine-tuning=Full training set images2026.02 | 11.5 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 11.3 | |
| GPT4oFine-tuning=None2026.02 | 3.1 | |
| InternVL3-8BFine-tuning=None2026.02 | 0.5 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 0.2 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 0.2 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 0 | |
| InternVL3-2BFine-tuning=None2026.02 | 0 |