# Tampered Text Localization on TFR CL (Cross-Language) Source: [Tampered Text Localization on TFR CL (Cross-Language)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:27.293Z Evaluation of Tampered Text Localization performance on the TFR CL (Cross-Language) dataset, measured using IoU. 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 Localization | | Dataset (including any stated split) | TFR CL (Cross-Language) | | Metric | IoU | | Unit | SCALAR | | 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 - [IoU](): Higher is better; unit: SCALAR. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | TextShield-R1 | 40.6 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 25.5 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 24.8 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 21.4 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 21 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 20.5 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA\* | 15.8 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield\* | 15.6 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA | 11.5 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield | 11.3 | Not recorded | 699d30aa6017c4460ffab609 | | GPT4o | 3.1 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 0.5 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 0.2 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 0.2 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 0 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 0 | Not recorded | 699d30aa6017c4460ffab609 | ### TextShield-R1 IoU: 40.6. Result ID: 699e56415698665ec4166374. [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 IoU: 25.5. Result ID: 699e56415698665ec416636f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-8B IoU: 24.8. Result ID: 699e56415698665ec416636d. [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 IoU: 21.4. Result ID: 699e56415698665ec416636e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-2B IoU: 21. Result ID: 699e56415698665ec416636c. [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 IoU: 20.5. Result ID: 699e56415698665ec416636b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### SIDA\* IoU: 15.8. Result ID: 699e56415698665ec4166373. [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\* IoU: 15.6. Result ID: 699e56415698665ec4166371. [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. ### SIDA IoU: 11.5. Result ID: 699e56415698665ec4166372. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### FakeShield IoU: 11.3. Result ID: 699e56415698665ec4166370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### GPT4o IoU: 3.1. Result ID: 699e56415698665ec4166365. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-8B IoU: 0.5. Result ID: 699e56415698665ec4166368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B IoU: 0.2. Result ID: 699e56415698665ec4166369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B IoU: 0.2. Result ID: 699e56415698665ec416636a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### MiniCPM\_V\_2.6 IoU: 0. Result ID: 699e56415698665ec4166366. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-2B IoU: 0. Result ID: 699e56415698665ec4166367. [Reporting paper]() [Method origin paper]() 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.