# Forgery Detection on MedForge Real Forgery (In-Domain) 90K Source: [Forgery Detection on MedForge Real Forgery (In-Domain) 90K]() Collection index: [llms.txt]() Data updated: 2026-03-20T09:21:56.465Z Evaluation of Forgery Detection performance on the MedForge Real Forgery (In-Domain) 90K dataset, reporting Accuracy and F1 Score. 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 | Forgery Detection | | Dataset (including any stated split) | MedForge Real Forgery (In-Domain) 90K | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MedForge-Reasoner | 99.24 | Not recorded | 69bcd4770636e5bf4afc297d | | MedForge-Reasoner | 99.24 | Not recorded | 69bcd4770636e5bf4afc297d | | SIDA-13B | 91.52 | Not recorded | 69bcd4770636e5bf4afc297d | | AIGC-Holmes | 90.24 | Not recorded | 69bcd4770636e5bf4afc297d | | SIDA-13B | 89.37 | Not recorded | 69bcd4770636e5bf4afc297d | | FakeVLM | 88.93 | Not recorded | 69bcd4770636e5bf4afc297d | | AIGC-Holmes | 88.12 | Not recorded | 69bcd4770636e5bf4afc297d | | FakeVLM | 86.48 | Not recorded | 69bcd4770636e5bf4afc297d | | SIDA-7B | 79.83 | Not recorded | 69bcd4770636e5bf4afc297d | | SIDA-7B | 77.56 | Not recorded | 69bcd4770636e5bf4afc297d | | Gemini3-Pro | 75.34 | Not recorded | 69bcd4770636e5bf4afc297d | | Gemini3-Flash | 71.26 | Not recorded | 69bcd4770636e5bf4afc297d | | Gemini3-Pro | 67.29 | Not recorded | 69bcd4770636e5bf4afc297d | | Qwen3VL-Flash | 57.6 | Not recorded | 69bcd4770636e5bf4afc297d | | Qwen3VL-Plus | 57.42 | Not recorded | 69bcd4770636e5bf4afc297d | | Gemini3-Flash | 57.33 | Not recorded | 69bcd4770636e5bf4afc297d | | Qwen3VL-Plus | 54.14 | Not recorded | 69bcd4770636e5bf4afc297d | | Qwen3VL-Flash | 47.83 | Not recorded | 69bcd4770636e5bf4afc297d | ### MedForge-Reasoner Accuracy: 99.24. Result ID: 69bd11a247f34ce924a7637d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### MedForge-Reasoner Accuracy: 99.24. Result ID: 69bd11a247f34ce924a76398. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### SIDA-13B Accuracy: 91.52. Result ID: 69bd11a247f34ce924a76391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### AIGC-Holmes Accuracy: 90.24. Result ID: 69bd11a247f34ce924a76378. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### SIDA-13B Accuracy: 89.37. Result ID: 69bd11a247f34ce924a76376. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### FakeVLM Accuracy: 88.93. Result ID: 69bd11a247f34ce924a76392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### AIGC-Holmes Accuracy: 88.12. Result ID: 69bd11a247f34ce924a76393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### FakeVLM Accuracy: 86.48. Result ID: 69bd11a247f34ce924a76377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### SIDA-7B Accuracy: 79.83. Result ID: 69bd11a247f34ce924a76390. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### SIDA-7B Accuracy: 77.56. Result ID: 69bd11a247f34ce924a76375. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction. ### Gemini3-Pro Accuracy: 75.34. Result ID: 69bd11a247f34ce924a76397. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Gemini3-Flash Accuracy: 71.26. Result ID: 69bd11a247f34ce924a7637b. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Gemini3-Pro Accuracy: 67.29. Result ID: 69bd11a247f34ce924a7637c. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Qwen3VL-Flash Accuracy: 57.6. Result ID: 69bd11a247f34ce924a76379. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Qwen3VL-Plus Accuracy: 57.42. Result ID: 69bd11a247f34ce924a76395. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Gemini3-Flash Accuracy: 57.33. Result ID: 69bd11a247f34ce924a76396. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Qwen3VL-Plus Accuracy: 54.14. Result ID: 69bd11a247f34ce924a7637a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. ### Qwen3VL-Flash Accuracy: 47.83. Result ID: 69bd11a247f34ce924a76394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.