Tampered Text Localization on TFR CTM (Cross-Method)
0.683IoUTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 0.683 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 0.342 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 0.314 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 0.262 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 0.256 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 0.249 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 0.218 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 0.218 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 0.173 | |
| SIDAFine-tuning=Full training set images2026.02 | 0.173 | |
| GPT4oFine-tuning=None2026.02 | 0.031 | |
| InternVL3-8BFine-tuning=None2026.02 | 0.017 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 0.006 | |
| InternVL3-2BFine-tuning=None2026.02 | 0.004 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 0.002 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 0 |