# Deepfake Detection on DFC IID Setting 23 Source: [Deepfake Detection on DFC IID Setting 23]() Collection index: [llms.txt]() Data updated: 2026-03-12T08:03:46.156Z Evaluation of Deepfake Detection performance on the DFC IID Setting 23 dataset, reporting Accuracy and Communication Overhead. 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) | DFC IID Setting 23 | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Communication Overhead (MB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MFedMC (Ours) | 67.61 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Client Sel. | 67.41 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Joint Sel. | 66.69 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Modality Sel. | 66.47 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Joint Sel. | 64.36 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Client Sel. | 63.81 | Not recorded | 68fa72051e209131cea542ce | | Harmony | 63.17 | Not recorded | 68fa72051e209131cea542ce | | FL-FD | 62.49 | Not recorded | 68fa72051e209131cea542ce | | FL-FD | 62.49 | Not recorded | 68fa72051e209131cea542ce | | FedMultimodal | 62.4 | Not recorded | 68fa72051e209131cea542ce | | FLASH | 62.13 | Not recorded | 68fa72051e209131cea542ce | | MFedMC (Ours) | 62.05 | Not recorded | 68fa72051e209131cea542ce | | MMFed | 61.81 | Not recorded | 68fa72051e209131cea542ce | | MMFed | 61.81 | Not recorded | 68fa72051e209131cea542ce | | FLASH | 61.67 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Modality Sel | 61.16 | Not recorded | 68fa72051e209131cea542ce | | FedMultimodal | 60.24 | Not recorded | 68fa72051e209131cea542ce | | Harmony | 57.83 | Not recorded | 68fa72051e209131cea542ce | ### MFedMC (Ours) Accuracy: 67.61. Result ID: 69b271e96dbb7075b95cd7e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy","Specific Config":"δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/3"}. This record does not assert independent reproduction. ### Ours w/o Client Sel. Accuracy: 67.41. Result ID: 69b271e96dbb7075b95cd7e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Joint Sel. Accuracy: 66.69. Result ID: 69b271e96dbb7075b95cd7e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Modality Sel. Accuracy: 66.47. Result ID: 69b271e96dbb7075b95cd7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Joint Sel. Accuracy: 64.36. Result ID: 69b271e96dbb7075b95cd7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Client Sel. Accuracy: 63.81. Result ID: 69b271e96dbb7075b95cd7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Harmony Accuracy: 63.17. Result ID: 69b271e96dbb7075b95cd7e5. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FL-FD Accuracy: 62.49. Result ID: 69b271e96dbb7075b95cd7b4. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FL-FD Accuracy: 62.49. Result ID: 69b271e96dbb7075b95cd7e1. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FedMultimodal Accuracy: 62.4. Result ID: 69b271e96dbb7075b95cd7e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FLASH Accuracy: 62.13. Result ID: 69b271e96dbb7075b95cd7e4. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### MFedMC (Ours) Accuracy: 62.05. Result ID: 69b271e96dbb7075b95cd7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy","Specific Config":"δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/3"}. This record does not assert independent reproduction. ### MMFed Accuracy: 61.81. Result ID: 69b271e96dbb7075b95cd7b5. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### MMFed Accuracy: 61.81. Result ID: 69b271e96dbb7075b95cd7e2. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FLASH Accuracy: 61.67. Result ID: 69b271e96dbb7075b95cd7b7. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Modality Sel Accuracy: 61.16. Result ID: 69b271e96dbb7075b95cd7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FedMultimodal Accuracy: 60.24. Result ID: 69b271e96dbb7075b95cd7b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Harmony Accuracy: 57.83. Result ID: 69b271e96dbb7075b95cd7b8. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.