# Talking Face Generation on VoxCeleb2 (test) Source: [Talking Face Generation on VoxCeleb2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:22.625Z Evaluation of Talking Face Generation performance on the test split of the VoxCeleb2 dataset, measured using metrics like SSIM, CPBD, LMD, and Sync.conf. 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 | Talking Face Generation | | Dataset (including any stated split) | VoxCeleb2 (test) | | Metric | SSIM | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [SSIM](): Higher is better; unit: SCALAR. - [CPBD](): Lower is better; unit: SCALAR. - [LMD](): Lower is better; unit: SCALAR. - [Sync Confidence Score](): Higher is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [D\_ID](): Higher is better; unit: SCALAR. ## Recorded results | Method | SSIM | Result date | Report paper | | --- | --- | --- | --- | | Ground Truth | 1 | Not recorded | 68fa69cb1e209131cea24114 | | GT | 1 | Not recorded | 68fa6f431e209131cea44977 | | PC-AVS | 0.886 | Not recorded | 68fa69cb1e209131cea24114 | | Wav2Lip | 0.846 | Not recorded | 68fa69cb1e209131cea24114 | | ATVG | 0.826 | Not recorded | 68fa69cb1e209131cea24114 | | PC-AVS | 0.82 | Not recorded | 68fa69cb1e209131cea24114 | | StyleSync | 0.82 | Not recorded | 68fa6f431e209131cea44977 | | MakeitTalk | 0.817 | Not recorded | 68fa69cb1e209131cea24114 | | Wav2Lip-H | 0.81 | Not recorded | 68fa6f431e209131cea44977 | | Wav2Lip | 0.8 | Not recorded | 68fa6f431e209131cea44977 | | StyleSync | 0.79 | Not recorded | 68fa6f431e209131cea44977 | | Rhythmic Head+ | 0.779 | Not recorded | 68fa69cb1e209131cea24114 | | PC-AVS | 0.71 | Not recorded | 68fa6f431e209131cea44977 | | MakeitTalk | 0.63 | Not recorded | 68fa6f431e209131cea44977 | ### Ground Truth SSIM: 1. Result ID: 698de3d3ffc3901de09964de. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GT SSIM: 1. Result ID: 6990b1983a6c3148490280ac. [Reporting paper]() Recorded evaluation configuration: {"type":"Ground Truth"}. This record does not assert independent reproduction. ### PC-AVS SSIM: 0.886. Result ID: 698de3d3ffc3901de09964e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pose\_setting":"pose-controllable"}. This record does not assert independent reproduction. ### Wav2Lip SSIM: 0.846. Result ID: 698de3d3ffc3901de09964db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATVG SSIM: 0.826. Result ID: 698de3d3ffc3901de09964da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PC-AVS SSIM: 0.82. Result ID: 698de3d3ffc3901de09964df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pose\_setting":"fixed"}. This record does not assert independent reproduction. ### StyleSync SSIM: 0.82. Result ID: 6990b1983a6c3148490280ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"personalized"}. This record does not assert independent reproduction. ### MakeitTalk SSIM: 0.817. Result ID: 698de3d3ffc3901de09964dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Wav2Lip-H SSIM: 0.81. Result ID: 6990b1983a6c3148490280ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training setting":"reproduced"}. This record does not assert independent reproduction. ### Wav2Lip SSIM: 0.8. Result ID: 6990b1983a6c3148490280aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StyleSync SSIM: 0.79. Result ID: 6990b1983a6c3148490280ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"generalized"}. This record does not assert independent reproduction. ### Rhythmic Head+ SSIM: 0.779. Result ID: 698de3d3ffc3901de09964dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PC-AVS SSIM: 0.71. Result ID: 6990b1983a6c3148490280a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MakeitTalk SSIM: 0.63. Result ID: 6990b1983a6c3148490280a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.