# Image Forgery Localization on Columbia Unseen Domain Source: [Image Forgery Localization on Columbia Unseen Domain]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:10:37.787Z Evaluation of Image Forgery Localization performance on the Columbia Unseen Domain dataset, reporting mIoU. 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 Forgery Localization | | Dataset (including any stated split) | Columbia Unseen Domain | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [mIoU](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | SARIF | 55.8 | Not recorded | 6a3a12db206542251d7c6d98 | | SARIF | 49.7 | Not recorded | 6a3a12db206542251d7c6d98 | | SAFIRE | 40.5 | Not recorded | 6a3a12db206542251d7c6d98 | | M2SFormer | 32.4 | Not recorded | 6a3a12db206542251d7c6d98 | | SAFIRE | 26.4 | Not recorded | 6a3a12db206542251d7c6d98 | | TransForensic | 25 | Not recorded | 6a3a12db206542251d7c6d98 | | MVSSNet | 23.3 | Not recorded | 6a3a12db206542251d7c6d98 | | PIMNet | 23.1 | Not recorded | 6a3a12db206542251d7c6d98 | | IMDPromter | 22.9 | Not recorded | 6a3a12db206542251d7c6d98 | | EITLNet | 20.9 | Not recorded | 6a3a12db206542251d7c6d98 | | AutoSAM | 18.9 | Not recorded | 6a3a12db206542251d7c6d98 | | PIMNet | 16.8 | Not recorded | 6a3a12db206542251d7c6d98 | | M2SFormer | 16.8 | Not recorded | 6a3a12db206542251d7c6d98 | | AutoSAM | 16.3 | Not recorded | 6a3a12db206542251d7c6d98 | | SAM | 15.9 | Not recorded | 6a3a12db206542251d7c6d98 | | IMDPromter | 15.4 | Not recorded | 6a3a12db206542251d7c6d98 | | FBINet | 15.2 | Not recorded | 6a3a12db206542251d7c6d98 | | MantraNet | 14.9 | Not recorded | 6a3a12db206542251d7c6d98 | | TransForensic | 14.3 | Not recorded | 6a3a12db206542251d7c6d98 | | RRUNet | 13.9 | Not recorded | 6a3a12db206542251d7c6d98 | | SAM | 12.8 | Not recorded | 6a3a12db206542251d7c6d98 | | EITLNet | 12.4 | Not recorded | 6a3a12db206542251d7c6d98 | | UNet | 12.2 | Not recorded | 6a3a12db206542251d7c6d98 | | FBINet | 11.7 | Not recorded | 6a3a12db206542251d7c6d98 | | MVSSNet | 10.9 | Not recorded | 6a3a12db206542251d7c6d98 | | RRUNet | 9 | Not recorded | 6a3a12db206542251d7c6d98 | | UNet | 7.6 | Not recorded | 6a3a12db206542251d7c6d98 | | MantraNet | 6.5 | Not recorded | 6a3a12db206542251d7c6d98 | | MT-SENet | 6.5 | Not recorded | 6a3a12db206542251d7c6d98 | | MT-SENet | 5.3 | Not recorded | 6a3a12db206542251d7c6d98 | ### SARIF mIoU: 55.8. Result ID: 6a3a3f72fbc373592c348410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### SARIF mIoU: 49.7. Result ID: 6a3a3f72fbc373592c3483f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### SAFIRE mIoU: 40.5. Result ID: 6a3a3f72fbc373592c3483f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### M2SFormer mIoU: 32.4. Result ID: 6a3a3f72fbc373592c3483ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### SAFIRE mIoU: 26.4. Result ID: 6a3a3f72fbc373592c34840f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### TransForensic mIoU: 25. Result ID: 6a3a3f72fbc373592c3483e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MVSSNet mIoU: 23.3. Result ID: 6a3a3f72fbc373592c3483ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### PIMNet mIoU: 23.1. Result ID: 6a3a3f72fbc373592c3483eb. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### IMDPromter mIoU: 22.9. Result ID: 6a3a3f72fbc373592c3483f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### EITLNet mIoU: 20.9. Result ID: 6a3a3f72fbc373592c3483ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### AutoSAM mIoU: 18.9. Result ID: 6a3a3f72fbc373592c3483ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### PIMNet mIoU: 16.8. Result ID: 6a3a3f72fbc373592c348409. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### M2SFormer mIoU: 16.8. Result ID: 6a3a3f72fbc373592c34840b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### AutoSAM mIoU: 16.3. Result ID: 6a3a3f72fbc373592c34840d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### SAM mIoU: 15.9. Result ID: 6a3a3f72fbc373592c3483ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### IMDPromter mIoU: 15.4. Result ID: 6a3a3f72fbc373592c34840e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### FBINet mIoU: 15.2. Result ID: 6a3a3f72fbc373592c348406. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MantraNet mIoU: 14.9. Result ID: 6a3a3f72fbc373592c3483e5. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### TransForensic mIoU: 14.3. Result ID: 6a3a3f72fbc373592c348405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### RRUNet mIoU: 13.9. Result ID: 6a3a3f72fbc373592c3483e6. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### SAM mIoU: 12.8. Result ID: 6a3a3f72fbc373592c34840c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### EITLNet mIoU: 12.4. Result ID: 6a3a3f72fbc373592c34840a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### UNet mIoU: 12.2. Result ID: 6a3a3f72fbc373592c3483e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### FBINet mIoU: 11.7. Result ID: 6a3a3f72fbc373592c3483e8. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MVSSNet mIoU: 10.9. Result ID: 6a3a3f72fbc373592c348408. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### RRUNet mIoU: 9. Result ID: 6a3a3f72fbc373592c348404. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### UNet mIoU: 7.6. Result ID: 6a3a3f72fbc373592c348402. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MantraNet mIoU: 6.5. Result ID: 6a3a3f72fbc373592c348403. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MT-SENet mIoU: 6.5. Result ID: 6a3a3f72fbc373592c348407. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. ### MT-SENet mIoU: 5.3. Result ID: 6a3a3f72fbc373592c3483e9. [Reporting paper]() Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.