# Deepfake Detection on Cross-Domain Evaluation (test) Source: [Deepfake Detection on Cross-Domain Evaluation (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:12.599Z Evaluation of Deepfake Detection models on the Cross-Domain Evaluation test set, reporting performance metrics across various source deepfake generation methods (CDFv1, CDFv2, DFD, Fsh, UADFV). 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) | Cross-Domain Evaluation (test) | | Metric | CDFv1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [CDFv1 Score](): Higher is better; unit: PERCENT. - [CDFv2 Score](): Higher is better; unit: PERCENT. - [DFD Score](): Higher is better; unit: PERCENT. - [Fsh Score](): Higher is better; unit: PERCENT. - [UADFV Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CDFv1 Score | Result date | Report paper | | --- | --- | --- | --- | | LDP-LDPFNet | 91.93 | Not recorded | 695b456d53fdd5c361742ffb | | OPR | 90.94 | Not recorded | 695b456d53fdd5c361742ffb | | RGB-LDP Fusion-SSAT | 87.4 | Not recorded | 695b456d53fdd5c361742ffb | | RGB-LDPFNet | 87.27 | Not recorded | 695b456d53fdd5c361742ffb | | LDP-RGBFNet | 82.56 | Not recorded | 695b456d53fdd5c361742ffb | | SPSL | 81.5 | Not recorded | 695b456d53fdd5c361742ffb | | SSAT | 80.73 | Not recorded | 695b456d53fdd5c361742ffb | | RGB-LDPFNet | 80.55 | Not recorded | 695b456d53fdd5c361742ffb | | SRM | 79.26 | Not recorded | 695b456d53fdd5c361742ffb | | EfficientB4 | 79.09 | Not recorded | 695b456d53fdd5c361742ffb | | Capsule | 79.09 | Not recorded | 695b456d53fdd5c361742ffb | | FWA | 78.97 | Not recorded | 695b456d53fdd5c361742ffb | | FFD | 78.4 | Not recorded | 695b456d53fdd5c361742ffb | | CORE | 77.98 | Not recorded | 695b456d53fdd5c361742ffb | | Xception | 77.94 | Not recorded | 695b456d53fdd5c361742ffb | | UCF | 77.93 | Not recorded | 695b456d53fdd5c361742ffb | | F3Net | 77.69 | Not recorded | 695b456d53fdd5c361742ffb | | PFF | 77.21 | Not recorded | 695b456d53fdd5c361742ffb | | Recce | 76.77 | Not recorded | 695b456d53fdd5c361742ffb | | LDP-LDPFNet | 76.76 | Not recorded | 695b456d53fdd5c361742ffb | | Fairness | 74.42 | Not recorded | 695b456d53fdd5c361742ffb | | CNN-Aug | 74.2 | Not recorded | 695b456d53fdd5c361742ffb | | AVAD | 73.82 | Not recorded | 695b456d53fdd5c361742ffb | | MesoIncep | 73.66 | Not recorded | 695b456d53fdd5c361742ffb | | Meso4 | 73.58 | Not recorded | 695b456d53fdd5c361742ffb | | DF-Adapter | 71.74 | Not recorded | 695b456d53fdd5c361742ffb | | RGB-LDP Fusion-SSAT | 71.7 | Not recorded | 695b456d53fdd5c361742ffb | | MARLIN | 71.4 | Not recorded | 695b456d53fdd5c361742ffb | | X-ray | 70.93 | Not recorded | 695b456d53fdd5c361742ffb | | StyleGRU | 62.5 | Not recorded | 695b456d53fdd5c361742ffb | | LDP-RGBFNet | 46.07 | Not recorded | 695b456d53fdd5c361742ffb | ### LDP-LDPFNet CDFv1 Score: 91.93. Result ID: 6997f2045698665ec44b5f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-L"}. This record does not assert independent reproduction. ### OPR CDFv1 Score: 90.94. Result ID: 6997f2045698665ec44b5f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EfficientNetB4"}. This record does not assert independent reproduction. ### RGB-LDP Fusion-SSAT CDFv1 Score: 87.4. Result ID: 6997f2045698665ec44b5f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-L"}. This record does not assert independent reproduction. ### RGB-LDPFNet CDFv1 Score: 87.27. Result ID: 6997f2045698665ec44b5f94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-L"}. This record does not assert independent reproduction. ### LDP-RGBFNet CDFv1 Score: 82.56. Result ID: 6997f2045698665ec44b5f90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-L"}. This record does not assert independent reproduction. ### SPSL CDFv1 Score: 81.5. Result ID: 6997f2045698665ec44b5f84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### SSAT CDFv1 Score: 80.73. Result ID: 6997f2045698665ec44b5f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-B"}. This record does not assert independent reproduction. ### RGB-LDPFNet CDFv1 Score: 80.55. Result ID: 6997f2045698665ec44b5f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-B"}. This record does not assert independent reproduction. ### SRM CDFv1 Score: 79.26. Result ID: 6997f2045698665ec44b5f85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### EfficientB4 CDFv1 Score: 79.09. Result ID: 6997f2045698665ec44b5f7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Efficient"}. This record does not assert independent reproduction. ### Capsule CDFv1 Score: 79.09. Result ID: 6997f2045698665ec44b5f7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Capsule"}. This record does not assert independent reproduction. ### FWA CDFv1 Score: 78.97. Result ID: 6997f2045698665ec44b5f7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### FFD CDFv1 Score: 78.4. Result ID: 6997f2045698665ec44b5f80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### CORE CDFv1 Score: 77.98. Result ID: 6997f2045698665ec44b5f81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### Xception CDFv1 Score: 77.94. Result ID: 6997f2045698665ec44b5f7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### UCF CDFv1 Score: 77.93. Result ID: 6997f2045698665ec44b5f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### F3Net CDFv1 Score: 77.69. Result ID: 6997f2045698665ec44b5f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### PFF CDFv1 Score: 77.21. Result ID: 6997f2045698665ec44b5f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### Recce CDFv1 Score: 76.77. Result ID: 6997f2045698665ec44b5f82. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Designed"}. This record does not assert independent reproduction. ### LDP-LDPFNet CDFv1 Score: 76.76. Result ID: 6997f2045698665ec44b5f91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-B"}. This record does not assert independent reproduction. ### Fairness CDFv1 Score: 74.42. Result ID: 6997f2045698665ec44b5f8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception"}. This record does not assert independent reproduction. ### CNN-Aug CDFv1 Score: 74.2. Result ID: 6997f2045698665ec44b5f7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### AVAD CDFv1 Score: 73.82. Result ID: 6997f2045698665ec44b5f88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Designed"}. This record does not assert independent reproduction. ### MesoIncep CDFv1 Score: 73.66. Result ID: 6997f2045698665ec44b5f79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MesoNet"}. This record does not assert independent reproduction. ### Meso4 CDFv1 Score: 73.58. Result ID: 6997f2045698665ec44b5f78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MesoNet"}. This record does not assert independent reproduction. ### DF-Adapter CDFv1 Score: 71.74. Result ID: 6997f2045698665ec44b5f89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT/ViT-Adapter"}. This record does not assert independent reproduction. ### RGB-LDP Fusion-SSAT CDFv1 Score: 71.7. Result ID: 6997f2045698665ec44b5f95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-B"}. This record does not assert independent reproduction. ### MARLIN CDFv1 Score: 71.4. Result ID: 6997f2045698665ec44b5f87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### X-ray CDFv1 Score: 70.93. Result ID: 6997f2045698665ec44b5f7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HRNet"}. This record does not assert independent reproduction. ### StyleGRU CDFv1 Score: 62.5. Result ID: 6997f2045698665ec44b5f8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"StyleGRU"}. This record does not assert independent reproduction. ### LDP-RGBFNet CDFv1 Score: 46.07. Result ID: 6997f2045698665ec44b5f8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAE/ViT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.