Speech-to-Gesture · BEAT2

Verified-only Motius leaderboard for the fixed BEAT2 English speaker-2 test protocol. Every ranked row is generated and scored inside Motius; paper-only numbers are not inserted as submissions.

Open the public leaderboard.

The public LoM checkpoint is explicitly marked as visualization-only. Its measured metrics remain useful for adapter verification, but are not presented as a reproduction of the paper's private/full evaluation checkpoint. EMAGE uses the maintained official PantoMatrix audio checkpoint pinned by revision. On the same 15 paired clips it measures FGD = 6.199, BC = 7.564, and Diversity = 12.476; its paper values remain a separate reference because the paper model also consumed text.

GT is displayed as a reference and is excluded from ranking.

The primary visualization uses the same high-resolution Three.js SMPL browser as the other Motius motion leaderboards, with synchronized audio, timeline scrubbing, camera controls, and NPZ/FBX export. The browser uses the shared SMPL-22 projection for direct cross-task visual consistency; the original 55-joint, expression, translation, and shape arrays remain downloadable as NPZ.

The static source in this directory is combined with generated all-case assets only in an outputs/ staging directory:

python tools/publish_speech_to_gesture_hf.py