rmse — IMGMETRICS fidelity op

Data kinds: image2d × image2dscalar

Call: import fullseye as fs; fs.ledger.rmse(a, b) (to call the implementation directly, import imgmetrics; imgmetrics.rmse(a, b); from the registry, opsimgmetrics.get("rmse"))

Usage

Root mean squared error (in the same units as the pixel values).

> The detailed description below is the original text — the summary and the headings are translated.

式: `sqrt(mse(a, b))。検証と失敗条件は mse` と同じ ―― 同じ形 / 空でない /

有限、を満たさなければ `MetricContractError`。次元と dtype は問わない。

• 返り値: Python の `float。入力が [0, 1] の float なら値も [0, 1]`、uint8

なら 0〜255 の尺度。「平均して何階調ずれているか」と読める。

• `data_range` に依らない生の量なので、尺度の違う 2 組の rmse を並べても

比較にならない。正規化した指標が要るなら `psnrssim`。

• 深度・CT・再投影など「画素値 = 物理量」の場面では、その物理単位そのものになる。

Detailed usage guide

image_difference_metrics family guide

References (sample data, literature)

• Sample-data catalog (download URLs / licences) — 2-D uses skimage.data (BSD/public domain) plus synthetic images; 3-D lists download URLs for real data sources (Stanford, PDS, …).

• Operator provenance and references — the sources of the research/methods this op family came from.

• The canonical algorithm (author, year) and its uses are named in the family usage guide above.

Runnable examples (verified samples that actually call this op)

grasp_posepy -3.11 examples/grasp_pose.py

image_quality_metricspy -3.11 examples/image_quality_metrics.py

poc_ct_fidelitypy -3.11 examples/poc_ct_fidelity.py

poc_datacenter_thermal_fieldpy -3.11 examples/poc_datacenter_thermal_field.py

poc_polarization_specularpy -3.11 examples/poc_polarization_specular.py

poc_structure_4d_deteriorationpy -3.11 examples/poc_structure_4d_deterioration.py

Ops the type connects to (they accept scalar as input)

Same category (fidelity)

mse · psnr · ssim · ms_ssim · ssim_map


*Provenance: imgmetrics.py — IMGMETRICS operator registry. This per-op note is generated by tools/opdocs.py md (do not hand-edit).*

© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.