Tampered Text Localization on TFR (test)
5,780IoUTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 5,780 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 1,820 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 1,540 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 1,160 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 1,120 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 1,030 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 770 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 760 | |
| SIDAFine-tuning=Full training set images2026.02 | 560 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 540 | |
| TextShield-R1Fine-tuning=Full training set images2026.02 | 61 | |
| GPT4oFine-tuning=None2026.02 | 50 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 26.5 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 25.2 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 22.8 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 21.4 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 20.9 | |
| InternVL3-8BFine-tuning=None2026.02 | 20 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 15.1 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 15 | |
| SIDAFine-tuning=Full training set images2026.02 | 10.8 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 10.6 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 10 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 10 | |
| GPT4oFine-tuning=None2026.02 | 1.9 | |
| InternVL3-8BFine-tuning=None2026.02 | 0.8 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 0.4 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 0.3 | |
| InternVL3-2BFine-tuning=None2026.02 | 0.1 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 0 | |
| InternVL3-2BFine-tuning=None2026.02 | 0 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 0 |