Sonu

Six real RTX 3090 runs, matched input and outputs, exact settings, setup failure and honest limits for Wav2Lip versus MuseTalk 1.5.

Six matched RTX 3090 runs, paired original clips, exact settings and honest limits for MuseTalk 1.5 versus LatentSync 1.6.

Measured 14 October 2026 · NVIDIA RTX 3090. A warm saved-video request took a median 17.220 seconds on the server for this 3.632-second speech clip. Generation-only throughput was 13.79 processed FPS with PNG and MP4 saving disabled. A complete local file request using a new process and a cached avatar took 80.756 seconds including upload … Read more

Inspect real MuseTalk input/output examples in whole-frame and matched mouth crops, with exact version-specific settings and test limitations.

Tested 11 October 2026 on an RTX 4090. On this matched sample, MuseTalk 1.0 took 27.834 s and 1.5 took 28.118 s: 1.5’s median elapsed time was 1.0% longer. Four measured runs per version; both output videos passed validation. Measured comparison Measurement MuseTalk 1.0 MuseTalk 1.5 Elapsed time: median (range) 27.834 s (27.459–28.558 s) 28.118 … Read more

Tested 12 October 2026: one permitted fictional portrait and a 3.632-second synthetic speech clip. MuseTalk 1.0 and 1.5 both accepted the PNG directly. All 15 saved MP4s passed full decoding: 1254 × 1254, 25 fps, 90 frames, H.264 video and AAC audio. Browse the MuseTalk examples gallery for five retained outputs, playable clips, permitted inputs, … Read more