# Tampered Text Localization on TFR CTM (Cross-Method) Source: [Tampered Text Localization on TFR CTM (Cross-Method)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:27.276Z Evaluation of Tampered Text Localization performance on the TFR CTM (Cross-Method) 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 CTM (Cross-Method) | | 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 | 0.683 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 0.342 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 0.314 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 0.262 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 0.256 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 0.249 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield\* | 0.218 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA\* | 0.218 | Not recorded | 699d30aa6017c4460ffab609 | | FakeShield | 0.173 | Not recorded | 699d30aa6017c4460ffab609 | | SIDA | 0.173 | Not recorded | 699d30aa6017c4460ffab609 | | GPT4o | 0.031 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-8B | 0.017 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-7B | 0.006 | Not recorded | 699d30aa6017c4460ffab609 | | InternVL3-2B | 0.004 | Not recorded | 699d30aa6017c4460ffab609 | | Qwen2.5-VL-3B | 0.002 | Not recorded | 699d30aa6017c4460ffab609 | | MiniCPM\_V\_2.6 | 0 | Not recorded | 699d30aa6017c4460ffab609 | ### TextShield-R1 IoU: 0.683. Result ID: 699e56415698665ec4166334. [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: 0.342. Result ID: 699e56415698665ec416632f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-8B IoU: 0.314. Result ID: 699e56415698665ec416632d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### InternVL3-2B IoU: 0.262. Result ID: 699e56415698665ec416632c. [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: 0.256. Result ID: 699e56415698665ec416632e. [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: 0.249. Result ID: 699e56415698665ec416632b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### FakeShield\* IoU: 0.218. Result ID: 699e56415698665ec4166331. [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: 0.218. Result ID: 699e56415698665ec4166333. [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: 0.173. Result ID: 699e56415698665ec4166330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### SIDA IoU: 0.173. Result ID: 699e56415698665ec4166332. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"Full training set images"}. This record does not assert independent reproduction. ### GPT4o IoU: 0.031. Result ID: 699e56415698665ec4166325. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-8B IoU: 0.017. Result ID: 699e56415698665ec4166328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B IoU: 0.006. Result ID: 699e56415698665ec416632a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### InternVL3-2B IoU: 0.004. Result ID: 699e56415698665ec4166327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"None"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B IoU: 0.002. Result ID: 699e56415698665ec4166329. [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: 699e56415698665ec4166326. [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.