# AI-generated image detection on GauGAN Source: [AI-generated image detection on GauGAN]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:18:12.826Z Evaluation of model performance in detecting AI-generated images using the GauGAN dataset. 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 | AI-generated image detection | | Dataset (including any stated split) | GauGAN | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [mAP](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | UnivFD | 100 | Not recorded | 69365b6bd6b0dd3342934afe | | UniFD | 99.98 | Not recorded | 69a66c622d603e6de3e3d203 | | RA-Det | 99.77 | Not recorded | 69a66c622d603e6de3e3d203 | | Manifold Bias | 98 | Not recorded | 69365b65d6b0dd3342934ac1 | | LGrad | 95.43 | Not recorded | 69a66c622d603e6de3e3d203 | | RIGID | 93.71 | Not recorded | 69a66c622d603e6de3e3d203 | | LGrad | 92.9 | Not recorded | 69365b6bd6b0dd3342934afe | | CNNSpot | 90.8 | Not recorded | 69365b6bd6b0dd3342934afe | | SDAIE† | 89.9 | Not recorded | 69365b6bd6b0dd3342934afe | | CNNSpot | 89.49 | Not recorded | 69a66c622d603e6de3e3d203 | | NPR | 88.7 | Not recorded | 69365b6bd6b0dd3342934afe | | Ju22 | 88.3 | Not recorded | 69365b6bd6b0dd3342934afe | | CLIDE | 85 | Not recorded | 69365b65d6b0dd3342934ac1 | | GramNet | 85 | Not recorded | 69365b6bd6b0dd3342934afe | | GramNet | 84.99 | Not recorded | 69a66c622d603e6de3e3d203 | | LNP | 84.5 | Not recorded | 69365b6bd6b0dd3342934afe | | NPR | 82.97 | Not recorded | 69a66c622d603e6de3e3d203 | | FreDect | 82.84 | Not recorded | 69a66c622d603e6de3e3d203 | | Frank20 | 82.8 | Not recorded | 69365b6bd6b0dd3342934afe | | SDAIE | 73.4 | Not recorded | 69365b6bd6b0dd3342934afe | | DIRE-G | 72.2 | Not recorded | 69365b6bd6b0dd3342934afe | | DIRE-G | 72.15 | Not recorded | 69a66c622d603e6de3e3d203 | | AEROBLADE | 71 | Not recorded | 69365b65d6b0dd3342934ac1 | | FerretNet | 59.71 | Not recorded | 69a66c622d603e6de3e3d203 | | DIRE-D | 47.34 | Not recorded | 69a66c622d603e6de3e3d203 | | DIRE-D | 47.3 | Not recorded | 69365b6bd6b0dd3342934afe | | ZED | 41 | Not recorded | 69365b65d6b0dd3342934ac1 | | DNF | 39.48 | Not recorded | 69a66c622d603e6de3e3d203 | | RIGID | 39 | Not recorded | 69365b65d6b0dd3342934ac1 | ### UnivFD mAP: 100. Result ID: 69a1852035dfcabb00e79220. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniFD mAP: 99.98. Result ID: 69a83f226dbb7075b94f0112. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### RA-Det mAP: 99.77. Result ID: 69a83f226dbb7075b94f0116. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### Manifold Bias mAP: 98. Result ID: 699a28e15698665ec4ae50da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### LGrad mAP: 95.43. Result ID: 69a83f226dbb7075b94f010c. [Reporting paper]() Recorded evaluation configuration: {"Detector Type":"GAN Detector"}. This record does not assert independent reproduction. ### RIGID mAP: 93.71. Result ID: 69a83f226dbb7075b94f0114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### LGrad mAP: 92.9. Result ID: 69a1852035dfcabb00e7921d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNNSpot mAP: 90.8. Result ID: 69a1852035dfcabb00e79218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SDAIE† mAP: 89.9. Result ID: 69a1852035dfcabb00e79223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"binary variant regularized by EXIF-induced feature extractor"}. This record does not assert independent reproduction. ### CNNSpot mAP: 89.49. Result ID: 69a83f226dbb7075b94f0110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### NPR mAP: 88.7. Result ID: 69a1852035dfcabb00e79221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ju22 mAP: 88.3. Result ID: 69a1852035dfcabb00e7921b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIDE mAP: 85. Result ID: 699a28e15698665ec4ae50db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### GramNet mAP: 85. Result ID: 69a1852035dfcabb00e79219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GramNet mAP: 84.99. Result ID: 69a83f226dbb7075b94f0111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### LNP mAP: 84.5. Result ID: 69a1852035dfcabb00e7921c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR mAP: 82.97. Result ID: 69a83f226dbb7075b94f0113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### FreDect mAP: 82.84. Result ID: 69a83f226dbb7075b94f010b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"GAN Detector"}. This record does not assert independent reproduction. ### Frank20 mAP: 82.8. Result ID: 69a1852035dfcabb00e7921a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SDAIE mAP: 73.4. Result ID: 69a1852035dfcabb00e79222. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIRE-G mAP: 72.2. Result ID: 69a1852035dfcabb00e7921e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIRE-G mAP: 72.15. Result ID: 69a83f226dbb7075b94f010d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"GAN Detector","Training images":"ProGAN"}. This record does not assert independent reproduction. ### AEROBLADE mAP: 71. Result ID: 699a28e15698665ec4ae50d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### FerretNet mAP: 59.71. Result ID: 69a83f226dbb7075b94f0115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Universal Detector"}. This record does not assert independent reproduction. ### DIRE-D mAP: 47.34. Result ID: 69a83f226dbb7075b94f010e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Diffusion Detector","Training images":"ADM"}. This record does not assert independent reproduction. ### DIRE-D mAP: 47.3. Result ID: 69a1852035dfcabb00e7921f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZED mAP: 41. Result ID: 699a28e15698665ec4ae50d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### DNF mAP: 39.48. Result ID: 69a83f226dbb7075b94f010f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector Type":"Diffusion Detector","Training images":"ADM"}. This record does not assert independent reproduction. ### RIGID mAP: 39. Result ID: 699a28e15698665ec4ae50d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.