# Lip Synchronization on HDTF Source: [Lip Synchronization on HDTF]() Collection index: [llms.txt]() Data updated: 2026-03-11T07:09:25.064Z Evaluation of Lip Synchronization performance on the HDTF dataset, utilizing metrics such as FID, FVD, CSIM, NIQE, BRISQUE, HyperIQA, LMD, and LSE-C. 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 | Lip Synchronization | | Dataset (including any stated split) | HDTF | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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 - [FID](): Lower is better; unit: SCALAR. - [FVD](): Lower is better; unit: SCALAR. - [CSIM](): Higher is better; unit: PERCENT. - [NIQE](): Lower is better; unit: SCALAR. - [BRISQUE](): Lower is better; unit: SCALAR. - [HyperIQA](): Higher is better; unit: SCALAR. - [LMD](): Lower is better; unit: SCALAR. - [LSE-C](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | OmniEdit | 7.623 | Not recorded | 69b0f6f82d603e6de3e45c98 | | Omnisync | 7.855 | Not recorded | 69b0f6f82d603e6de3e45c98 | | OmniEdit | 7.952 | Not recorded | 69b0f6f82d603e6de3e45c98 | | LatentSync | 8.518 | Not recorded | 69b0f6f82d603e6de3e45c98 | | MuseTalk | 8.759 | Not recorded | 69b0f6f82d603e6de3e45c98 | | IP-LAP | 9.512 | Not recorded | 69b0f6f82d603e6de3e45c98 | | Diff2Lip | 12.079 | Not recorded | 69b0f6f82d603e6de3e45c98 | | Wav2Lip | 14.912 | Not recorded | 69b0f6f82d603e6de3e45c98 | ### OmniEdit FID: 7.623. Result ID: 69b1150a6dbb7075b95afc34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"17B","Backbone":"Humo"}. This record does not assert independent reproduction. ### Omnisync FID: 7.855. Result ID: 69b1150a6dbb7075b95afc32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniEdit FID: 7.952. Result ID: 69b1150a6dbb7075b95afc33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"1.7B","Backbone":"Humo"}. This record does not assert independent reproduction. ### LatentSync FID: 8.518. Result ID: 69b1150a6dbb7075b95afc31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MuseTalk FID: 8.759. Result ID: 69b1150a6dbb7075b95afc30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IP-LAP FID: 9.512. Result ID: 69b1150a6dbb7075b95afc2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Diff2Lip FID: 12.079. Result ID: 69b1150a6dbb7075b95afc2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Wav2Lip FID: 14.912. Result ID: 69b1150a6dbb7075b95afc2d. [Reporting paper]() [Method origin paper]() [Implementation]() 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.