# Adversarial Attack on Deepfake Detectors on FF++ (test) Source: [Adversarial Attack on Deepfake Detectors on FF++ (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:01.432Z Evaluation of the success rate of adversarial attacks against deepfake detection models using the test split of the FF++ dataset, measured by metrics like Attack Success Rate (ASR) and image quality metrics (BRISQUE). 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 | Adversarial Attack on Deepfake Detectors | | Dataset (including any stated split) | FF++ (test) | | Metric | ASR (DCTA) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [ASR (DCTA)](): Higher is better; unit: PERCENT. - [ASR (DFTD)](): Higher is better; unit: PERCENT. - [BRISQUE](): Lower is better; unit: SCALAR. ## Recorded results | Method | ASR (DCTA) | Result date | Report paper | | --- | --- | --- | --- | | MStatAttack | 87.5 | Not recorded | 68fa6f2b1e209131cea4438f | | StatAttack | 85 | Not recorded | 68fa6f2b1e209131cea4438f | | VMIFGSM | 73.4 | Not recorded | 68fa6f2b1e209131cea4438f | | MIFGSM | 72.3 | Not recorded | 68fa6f2b1e209131cea4438f | | PGD | 65.2 | Not recorded | 68fa6f2b1e209131cea4438f | | FGSM | 54.1 | Not recorded | 68fa6f2b1e209131cea4438f | | StatAttack | 38.8 | Not recorded | 68fa6f2b1e209131cea4438f | | MStatAttack | 37 | Not recorded | 68fa6f2b1e209131cea4438f | | StatAttack | 18.5 | Not recorded | 68fa6f2b1e209131cea4438f | | MStatAttack | 17.3 | Not recorded | 68fa6f2b1e209131cea4438f | | MIFGSM | 8.1 | Not recorded | 68fa6f2b1e209131cea4438f | | VMIFGSM | 6.3 | Not recorded | 68fa6f2b1e209131cea4438f | | FGSM | 4.1 | Not recorded | 68fa6f2b1e209131cea4438f | | PGD | 3.5 | Not recorded | 68fa6f2b1e209131cea4438f | | FGSM | 1.2 | Not recorded | 68fa6f2b1e209131cea4438f | | MIFGSM | 0.8 | Not recorded | 68fa6f2b1e209131cea4438f | | PGD | 0.1 | Not recorded | 68fa6f2b1e209131cea4438f | | VMIFGSM | 0 | Not recorded | 68fa6f2b1e209131cea4438f | ### MStatAttack ASR (DCTA): 87.5. Result ID: 6990ae9e3a6c31484902661a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### StatAttack ASR (DCTA): 85. Result ID: 6990ae9e3a6c314849026619. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### VMIFGSM ASR (DCTA): 73.4. Result ID: 6990ae9e3a6c314849026618. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### MIFGSM ASR (DCTA): 72.3. Result ID: 6990ae9e3a6c314849026617. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### PGD ASR (DCTA): 65.2. Result ID: 6990ae9e3a6c314849026615. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### FGSM ASR (DCTA): 54.1. Result ID: 6990ae9e3a6c314849026616. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction. ### StatAttack ASR (DCTA): 38.8. Result ID: 6990ae9e3a6c31484902661f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### MStatAttack ASR (DCTA): 37. Result ID: 6990ae9e3a6c314849026620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### StatAttack ASR (DCTA): 18.5. Result ID: 6990ae9e3a6c314849026625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. ### MStatAttack ASR (DCTA): 17.3. Result ID: 6990ae9e3a6c314849026626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. ### MIFGSM ASR (DCTA): 8.1. Result ID: 6990ae9e3a6c31484902661d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### VMIFGSM ASR (DCTA): 6.3. Result ID: 6990ae9e3a6c31484902661e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### FGSM ASR (DCTA): 4.1. Result ID: 6990ae9e3a6c31484902661c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### PGD ASR (DCTA): 3.5. Result ID: 6990ae9e3a6c31484902661b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction. ### FGSM ASR (DCTA): 1.2. Result ID: 6990ae9e3a6c314849026622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. ### MIFGSM ASR (DCTA): 0.8. Result ID: 6990ae9e3a6c314849026623. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. ### PGD ASR (DCTA): 0.1. Result ID: 6990ae9e3a6c314849026621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. ### VMIFGSM ASR (DCTA): 0. Result ID: 6990ae9e3a6c314849026624. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.