Lip to Speech Synthesis

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (13 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Lip-to-Speech Synthesis in the Wild with Multi-task Learning
  17 Feb 2023 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  To this end, we design multi-task learning that guides the model using multimodal supervision, i.
• Intelligible Lip-to-Speech Synthesis with Speech Units
  31 May 2023 2 repositories listed
  Therefore, the proposed L2S model is trained to generate multiple targets, mel-spectrogram and speech units.
• FastLTS: Non-Autoregressive End-to-End Unconstrained Lip-to-Speech Synthesis
  8 Jul 2022 1 repository listed
  To tackle these problems, we propose FastLTS, a non-autoregressive end-to-end model which can directly synthesize high-quality speech audios from unconstrained talking videos with low latency, and has a relatively small…
• Show Me Your Face, And I'll Tell You How You Speak
  28 Jun 2022 1 repository listed
  When we speak, the prosody and content of the speech can be inferred from the movement of our lips.
• Lip to Speech Synthesis with Visual Context Attentional GAN
  4 Apr 2022 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  In this paper, we propose a novel lip-to-speech generative adversarial network, Visual Context Attentional GAN (VCA-GAN), which can jointly model local and global lip movements during speech synthesis.
• Learning Individual Speaking Styles for Accurate Lip to Speech Synthesis
  17 May 2020 1 repository listed Syntology ran 1 of 9 samples · 8 unverified
  In this work, we explore the task of lip to speech synthesis, i.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.