# Tampered Text Recognition on TFR Cross-Language Source: [Tampered Text Recognition on TFR Cross-Language]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:03.556Z Evaluation of Tampered Text Recognition performance on the TFR Cross-Language dataset, measured by OCR Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Tampered Text Recognition | | Dataset (including any stated split) | TFR Cross-Language | | Metric | OCR Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [OCR Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | OCR Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TextShield-R1 | 39 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 38.2 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA\* | 38.2 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield\* | 38.1 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 38 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 33.6 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 32.4 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 31.7 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield | 23.9 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA | 23.8 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 11.1 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 10.3 | Not recorded | 699d30aa6017c4460ffab609 | | GPT4o | 8.6 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 6.7 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 1.5 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 0.4 | Not recorded | 699d30aa6017c4460ffab609 | ### TextShield-R1 OCR Accuracy: 39. Result ID: 699e56415698665ec4166364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B OCR Accuracy: 38.2. Result ID: 699e56415698665ec416635f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### SIDA\* OCR Accuracy: 38.2. Result ID: 699e56415698665ec4166363. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images","Base MLLM":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### FakeShield\* OCR Accuracy: 38.1. Result ID: 699e56415698665ec4166361. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images","Base MLLM":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### InternVL3-8B OCR Accuracy: 38. Result ID: 699e56415698665ec416635d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### MiniCPM\_V\_2.6 OCR Accuracy: 33.6. Result ID: 699e56415698665ec416635b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B OCR Accuracy: 32.4. Result ID: 699e56415698665ec416635e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-2B OCR Accuracy: 31.7. Result ID: 699e56415698665ec416635c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### FakeShield OCR Accuracy: 23.9. Result ID: 699e56415698665ec4166360. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### SIDA OCR Accuracy: 23.8. Result ID: 699e56415698665ec4166362. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B OCR Accuracy: 11.1. Result ID: 699e56415698665ec416635a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-8B OCR Accuracy: 10.3. Result ID: 699e56415698665ec4166358. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### GPT4o OCR Accuracy: 8.6. Result ID: 699e56415698665ec4166355. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-2B OCR Accuracy: 6.7. Result ID: 699e56415698665ec4166357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B OCR Accuracy: 1.5. Result ID: 699e56415698665ec4166359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### MiniCPM\_V\_2.6 OCR Accuracy: 0.4. Result ID: 699e56415698665ec4166356. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.