← All projectsGitHub
Autonomous multi-angle capture

How long a window of sound does it take to sync two drifting cameras, and how often must you redo it?

research/capture-audiosync

How long a window of sound syncs two drifting cameras? GCC-PHAT plus a robust line fit syncs to under 0.02 ms over an hour from -10 dB SNR with 2 s windows; a sync made once at the start drifts one frame in 833 s at 40 ppm.

6 tests

What it found

Synthetic speech-like audio (shared source, independent noise, optional reverb), per-window GCC-PHAT delay (100–4000 Hz) and a Theil–Sen line over 12 windows in 1 h at 40 ppm clock error. With 2 s windows the fit is below 0.02 ms from −10 dB SNR up and fails completely at −15 dB; 5 s windows hold to −15 dB. A sync made once at the start drifts one 30 fps frame (33.3 ms) in 833 s at 40 ppm (144 ms after an hour; analytic ppm × time reproduced exactly). Reverb at −10 dB direct-to-reverberant adds 4adds 4–8 msndash;5 ms (median). Not from real recordings: the audio and the exact delay are synthetic and the ppm values are swept, none sourced (no datasheet reachable).

Paper, code and results

More in Autonomous multi-angle capture

All 34 Autonomous multi-angle capture projects →

Other research topics

Proper scoring & elicitation28Effort & peer prediction9Verification games & slashing19Detection & tolerances14Markets as routers13Prediction-market design9Paying contributors8Decentralised training systems23Digital twins & sim-to-real164LLM chip design loops40Robot manufacturing loops53Ambient AI assistant46Self-replicating manufacturing34Simulation-first design64Engineered clothing45Task-specific AI accelerators40Algorithmic chip-design loops42Open-source purpose-built robots44The software-engineering loop43Adversarial human imitation41Open-source residential construction41Autonomous multi-angle capture34Sensing, imaging and 3D31Energy supply and dense energy storage39Robot societies among people31Agentic co-design of low-cost robots27Laundry-hanging robots25Machine learning on qualitative data23Robots on the building site27Civilizations & group psychology1History & human sciences1

Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.