Commutator Norm as a Continuous Criterion for GOP Safety
and Perceptual Quality Redistribution in Video Encoding
Hiroshi Sasaki — submitted to IEEE TCSVT, 2026
Empirical, May 2026
−74.3% 4K H.264 → 1/4 size
VMAF 83.25 visually identical
54 KB WASM 4K AV1 decoder, 2-core CPU
Paper claim: −52 to −65% file size at VMAF 83–88, −1.62% VMAF BD-rate
at 1080p. 100% scene-cut detection within ±2 frames.
Latest production-grade encoder (NormH.264 / NormAV1 v0.3.3) is distributed at the
commercial trial site to keep this academic landing's WASM demos
self-consistent with the paper's .normmap format snapshot.
Beyond bit-allocation, NormMAP can be extended via integral geometry
(IGP) into a decoder-side semantic stream
— bounding boxes, masks and class labels emerge from the
commutator-norm field with negligible overhead.
Current and near-term applications:
• Surveillance / VMS / NVR — on-device object detection
+ bbox tracking, archival under low bandwidth (LTE 4G fits 4K).
• Edge AI pipelines — decoder emits semantic stream,
not raw frames; downstream AI input is orders of magnitude lighter.
• Smart-city / traffic — vehicle and pedestrian counts
derived during decode, no second-pass inference.
• Drone / aerial — change detection and anomaly flags
on the airborne side; only deltas uploaded.
• Live broadcast — player / ball / object tracking as
a free overlay layer synchronised with display.
• Mobile / IoT — battery-friendly because the
expensive part (semantic extraction) reuses commutator-norm already
needed by the decode path.
The 2-core WASM 4K AV1 decoder doubles as the platform reference: any
device that plays the demo can host the NormMAP × IGP pipeline.
Citation (BibTeX)
@article{sasaki2026slimecodec,
author = {Sasaki, Hiroshi},
title = {Commutator Norm as a Continuous Criterion for GOP Safety
and Perceptual Quality Redistribution in Video Encoding},
journal = {submitted to IEEE Trans. Circuits Syst. Video Technol.},
year = {2026},
note = {SlimeCodec NormMAP, Patent pending JP 2026-046609}
}