# Tampered Text Recognition on TFR CIS Cross-Image-domain Source: [Tampered Text Recognition on TFR CIS Cross-Image-domain]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:03.532Z Evaluation of Tampered Text Recognition performance on the TFR CIS Cross-Image-domain 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 CIS Cross-Image-domain | | 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 | 62.1 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA\* | 30.9 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 30.7 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield\* | 30.5 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 27.6 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 25 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 24.5 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 23.1 | Not recorded | 699d30aa6017c4460ffab609 | | GPT4o | 22 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 20.9 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 19.4 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA | 14.9 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield | 14.8 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 14 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 5.9 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 4.8 | Not recorded | 699d30aa6017c4460ffab609 | ### TextShield-R1 OCR Accuracy: 62.1. Result ID: 699e56415698665ec41662e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### SIDA\* OCR Accuracy: 30.9. Result ID: 699e56415698665ec41662e3. [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. ### Qwen2.5-VL-7B OCR Accuracy: 30.7. Result ID: 699e56415698665ec41662df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### FakeShield\* OCR Accuracy: 30.5. Result ID: 699e56415698665ec41662e1. [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: 27.6. Result ID: 699e56415698665ec41662dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B OCR Accuracy: 25. Result ID: 699e56415698665ec41662de. [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: 24.5. Result ID: 699e56415698665ec41662db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-2B OCR Accuracy: 23.1. Result ID: 699e56415698665ec41662dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### GPT4o OCR Accuracy: 22. Result ID: 699e56415698665ec41662d5. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-8B OCR Accuracy: 20.9. Result ID: 699e56415698665ec41662d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B OCR Accuracy: 19.4. Result ID: 699e56415698665ec41662da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### SIDA OCR Accuracy: 14.9. Result ID: 699e56415698665ec41662e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### FakeShield OCR Accuracy: 14.8. Result ID: 699e56415698665ec41662e0. [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: 14. Result ID: 699e56415698665ec41662d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B OCR Accuracy: 5.9. Result ID: 699e56415698665ec41662d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### MiniCPM\_V\_2.6 OCR Accuracy: 4.8. Result ID: 699e56415698665ec41662d6. [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.