# Deepfake Detection on NTIRE Deepfake Detection Challenge Private 2026 (test) Source: [Deepfake Detection on NTIRE Deepfake Detection Challenge Private 2026 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-29T08:36:23.721Z Evaluation of Deepfake Detection performance on the test split of the NTIRE Deepfake Detection Challenge Private 2026 dataset, typically measured using AUC. 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 | Deepfake Detection | | Dataset (including any stated split) | NTIRE Deepfake Detection Challenge Private 2026 (test) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | ShallowReal | 0.9168 | Not recorded | 69f190cb55a3c32af89fbd34 | | INTSIG | 0.8824 | Not recorded | 69f190cb55a3c32af89fbd34 | | AntInternational | 0.8691 | Not recorded | 69f190cb55a3c32af89fbd34 | | HCMUS-Aqua | 0.8523 | Not recorded | 69f190cb55a3c32af89fbd34 | ### ShallowReal AUC: 0.9168. Result ID: 69f1c2ef47f34ce924d84a1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### INTSIG AUC: 0.8824. Result ID: 69f1c2ef47f34ce924d84a1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AntInternational AUC: 0.8691. Result ID: 69f1c2ef47f34ce924d84a1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HCMUS-Aqua AUC: 0.8523. Result ID: 69f1c2ef47f34ce924d84a1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensemble":"1:2:2 calibrated ensemble"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.