# AI-generated image detection on PromptWorld ChatGPT 1K (test) Source: [AI-generated image detection on PromptWorld ChatGPT 1K (test)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:02:43.801Z Evaluation of AI-generated image detection models using the test split of the PromptWorld ChatGPT 1K dataset, reporting Accuracy and Average Precision. 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) | PromptWorld ChatGPT 1K (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [Average Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FerretNet | 99.09 | Not recorded | 6a264c9990966ade919beaa0 | | NPR | 95.5 | Not recorded | 6a264c9990966ade919beaa0 | | DRIFT | 94.8 | Not recorded | 6a264c9990966ade919beaa0 | | FIRE | 77.04 | Not recorded | 6a264c9990966ade919beaa0 | | RIGID | 41.3 | Not recorded | 6a264c9990966ade919beaa0 | ### FerretNet Accuracy: 99.09. Result ID: 6a266910fbc373592c22a7cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ref":"NeurIPS'25","Training data":"Labelled real/fake data"}. This record does not assert independent reproduction. ### NPR Accuracy: 95.5. Result ID: 6a266910fbc373592c22a7ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ref":"CVPR'24","Training data":"Labelled real/fake data"}. This record does not assert independent reproduction. ### DRIFT Accuracy: 94.8. Result ID: 6a266910fbc373592c22a7cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training data":"Only real data"}. This record does not assert independent reproduction. ### FIRE Accuracy: 77.04. Result ID: 6a266910fbc373592c22a7cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ref":"CVPR'25","Training data":"Labelled real/fake data"}. This record does not assert independent reproduction. ### RIGID Accuracy: 41.3. Result ID: 6a266910fbc373592c22a7cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ref":"Arxiv'25","Training data":"Training-free"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.