# Personalized 3D Talking Face Generation on HDTF Source: [Personalized 3D Talking Face Generation on HDTF]() Collection index: [llms.txt]() Data updated: 2026-04-28T08:30:42.431Z Evaluation of Personalized 3D Talking Face Generation models on the HDTF dataset, assessed using PSNR, SSIM, Sync-C, and Sync-D metrics. 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 | Personalized 3D Talking Face Generation | | Dataset (including any stated split) | HDTF | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [Sync-C](): Higher is better; unit: SCALAR. - [Sync-D](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Synctalk | 30.82 | Not recorded | 691414772828b7cc6937e9cc | | Synctalk (with ISExplore 5s) | 30.51 | Not recorded | 691414772828b7cc6937e9cc | | Synctalk (with ISExplore 10s) | 30.22 | Not recorded | 691414772828b7cc6937e9cc | | Synctalk (with ISExplore 10s\*) | 30.14 | Not recorded | 691414772828b7cc6937e9cc | | GaussianTalker | 29.82 | Not recorded | 691414772828b7cc6937e9cc | | Ditto | 29.79 | Not recorded | 691414772828b7cc6937e9cc | | TalkingGaussian | 29.59 | Not recorded | 691414772828b7cc6937e9cc | | Instag (with ISExplore 5s) | 29.16 | Not recorded | 691414772828b7cc6937e9cc | | RAD-NeRF | 28.82 | Not recorded | 691414772828b7cc6937e9cc | | Instag | 28.17 | Not recorded | 691414772828b7cc6937e9cc | | Real3dportrait | 25.7 | Not recorded | 691414772828b7cc6937e9cc | | ER-NeRF | 25.17 | Not recorded | 691414772828b7cc6937e9cc | ### Synctalk PSNR: 30.82. Result ID: 69f06ef147f34ce924d64b75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"1h 10min","Training":"2h"}. This record does not assert independent reproduction. ### Synctalk (with ISExplore 5s) PSNR: 30.51. Result ID: 69f06ef147f34ce924d64b76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"9min (× 7.77)","Training":"20min (× 6)","Segment Selection":"5s"}. This record does not assert independent reproduction. ### Synctalk (with ISExplore 10s) PSNR: 30.22. Result ID: 69f06ef147f34ce924d64b77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"12.5min (× 5.6)","Training":"20min (× 6)","Segment Selection":"10s"}. This record does not assert independent reproduction. ### Synctalk (with ISExplore 10s\*) PSNR: 30.14. Result ID: 69f06ef147f34ce924d64b78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"12.5min (× 5.6)","Training":"36min (× 3.3)","Segment Selection":"10s\*"}. This record does not assert independent reproduction. ### GaussianTalker PSNR: 29.82. Result ID: 69f06ef147f34ce924d64b6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"57min","Training":"3h 7min"}. This record does not assert independent reproduction. ### Ditto PSNR: 29.79. Result ID: 69f06ef147f34ce924d64b71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"-","Training":"-"}. This record does not assert independent reproduction. ### TalkingGaussian PSNR: 29.59. Result ID: 69f06ef147f34ce924d64b70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"1h 20min","Training":"48min"}. This record does not assert independent reproduction. ### Instag (with ISExplore 5s) PSNR: 29.16. Result ID: 69f06ef147f34ce924d64b74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"12min","Training":"12min","Segment Selection":"5s"}. This record does not assert independent reproduction. ### RAD-NeRF PSNR: 28.82. Result ID: 69f06ef147f34ce924d64b6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"1h 32min","Training":"3h 48min"}. This record does not assert independent reproduction. ### Instag PSNR: 28.17. Result ID: 69f06ef147f34ce924d64b73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"11min","Training":"12min"}. This record does not assert independent reproduction. ### Real3dportrait PSNR: 25.7. Result ID: 69f06ef147f34ce924d64b72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"-","Training":"-"}. This record does not assert independent reproduction. ### ER-NeRF PSNR: 25.17. Result ID: 69f06ef147f34ce924d64b6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"1h 20min","Training":"2h 32min"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.