Tampered Text Recognition on TFR CIS Cross-Image-domain
62.1OCR AccuracyTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 62.1 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 30.9 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 30.7 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 30.5 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 27.6 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 25 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 24.5 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 23.1 | |
| GPT4oFine-tuning=None2026.02 | 22 | |
| InternVL3-8BFine-tuning=None2026.02 | 20.9 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 19.4 | |
| SIDAFine-tuning=Full training set images2026.02 | 14.9 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 14.8 | |
| InternVL3-2BFine-tuning=None2026.02 | 14 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 5.9 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 4.8 |