Tampered Text Recognition on TFR Cross-Language
39OCR AccuracyTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 39 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 38.2 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 38.2 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 38.1 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 38 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 33.6 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 32.4 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 31.7 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 23.9 | |
| SIDAFine-tuning=Full training set images2026.02 | 23.8 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 11.1 | |
| InternVL3-8BFine-tuning=None2026.02 | 10.3 | |
| GPT4oFine-tuning=None2026.02 | 8.6 | |
| InternVL3-2BFine-tuning=None2026.02 | 6.7 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 1.5 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 0.4 |