# Image-level forgery detection on CASIA v1 Source: [Image-level forgery detection on CASIA v1]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:44.245Z Evaluation of Image-level forgery detection performance on the CASIA v1 dataset, reporting F1 score and 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 | Image-level forgery detection | | Dataset (including any stated split) | CASIA v1 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ForgeryVCR | 91.93 | Not recorded | 6993f68a9ebc499c97409e96 | | ForgeryVCR | 89.61 | Not recorded | 6993f68a9ebc499c97409e96 | | FakeShield | 88 | Not recorded | 6993f68a9ebc499c97409e96 | | TruFor | 79.31 | Not recorded | 6993f68a9ebc499c97409e96 | | PIM | 74.99 | Not recorded | 6993f68a9ebc499c97409e96 | | MVSS-Net | 73.23 | Not recorded | 6993f68a9ebc499c97409e96 | | IF-OSN | 71.27 | Not recorded | 6993f68a9ebc499c97409e96 | | CoDE | 70.43 | Not recorded | 6993f68a9ebc499c97409e96 | | SAFIRE | 69.37 | Not recorded | 6993f68a9ebc499c97409e96 | | HDF-Net | 68.86 | Not recorded | 6993f68a9ebc499c97409e96 | | SIDA | 57 | Not recorded | 6993f68a9ebc499c97409e96 | ### ForgeryVCR F1 Score: 91.93. Result ID: 699a8ea45698665ec419180d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"visual and textual CoT":false}. This record does not assert independent reproduction. ### ForgeryVCR F1 Score: 89.61. Result ID: 699a8ea45698665ec419180c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"visual and textual CoT":true}. This record does not assert independent reproduction. ### FakeShield F1 Score: 88. Result ID: 699a8ea45698665ec419180a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"ICLR’25"}. This record does not assert independent reproduction. ### TruFor F1 Score: 79.31. Result ID: 699a8ea45698665ec4191805. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’23"}. This record does not assert independent reproduction. ### PIM F1 Score: 74.99. Result ID: 699a8ea45698665ec4191808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"TPAMI’25"}. This record does not assert independent reproduction. ### MVSS-Net F1 Score: 73.23. Result ID: 699a8ea45698665ec4191803. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"TPAMI’22"}. This record does not assert independent reproduction. ### IF-OSN F1 Score: 71.27. Result ID: 699a8ea45698665ec4191804. [Reporting paper]() Recorded evaluation configuration: {"Reference":"CVPR’22"}. This record does not assert independent reproduction. ### CoDE F1 Score: 70.43. Result ID: 699a8ea45698665ec4191806. [Reporting paper]() Recorded evaluation configuration: {"Reference":"TIFS’24"}. This record does not assert independent reproduction. ### SAFIRE F1 Score: 69.37. Result ID: 699a8ea45698665ec4191809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"AAAI’25"}. This record does not assert independent reproduction. ### HDF-Net F1 Score: 68.86. Result ID: 699a8ea45698665ec4191807. [Reporting paper]() Recorded evaluation configuration: {"Reference":"TPAMI’24"}. This record does not assert independent reproduction. ### SIDA F1 Score: 57. Result ID: 699a8ea45698665ec419180b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.