Research 0649: CHUG HDR Wide MOS Feature Schema¶
Question¶
Should the CHUG HDR MOS trainer keep the existing 11-column KonViD MOS-head feature layout, or should it consume the richer CHUG feature shards?
Findings¶
- Completed CHUG shards contain 5136 reference-aligned rows with canonical-6 means, p10, p90, and standard deviation columns for every canonical feature.
- The same rows also carry HDR/ladder metadata that is relevant to subjective MOS: bitrate ladder, orientation, distorted and reference geometry, duration, frame count, and bit depth.
- The first 11-column CHUG probes plateaued below the production gate: PLCC/SROCC improved from
0.7961/0.7822at 30 epochs to only0.8276/0.8140at 300 epochs. - Replacing the global
FEATURE_COLUMNSconstant would breakkonvid_mos_head_v1compatibility, because the committed ONNX expects the existing 11-column order.
Result¶
The lowest-risk next experiment is a named CHUG-local schema: chug-hdr-wide-v1. It widens only CHUG local training while leaving konvid-v1 untouched for the committed KonViD MOS model.
Verification¶
Regression coverage pins the schema order, CHUG metadata projection, the CHUG wrapper default, and the exported manifest's feature_schema / feature_order fields.