Tampered Text Recognition on TFR (test)
47.6OCR AccuracyTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 47.6 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 24.3 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 24.3 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 24.3 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 21.9 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 18.6 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 18.1 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 17.6 | |
| InternVL3-8BFine-tuning=None2026.02 | 9.3 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 9.2 | |
| SIDAFine-tuning=Full training set images2026.02 | 9.2 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 6.4 | |
| GPT4oFine-tuning=None2026.02 | 5.6 | |
| InternVL3-2BFine-tuning=None2026.02 | 5.4 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 1.8 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 1.6 |