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compressionKIT
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HELIA

Customer evidence

Use these recorded scorecards to shortlist codec configurations, then evaluate them on representative signals from your application. Compression ratio (CR) describes payload reduction; it does not describe reconstruction quality by itself.

These tables are recorded evaluation snapshots, not a live inventory of downloadable models. Sample counts and metric definitions must be read alongside the values. Refreshing the site does not run an evaluation.

  • PPG: 5-second frames at 64 Hz. Sample counts vary by ratio.
  • ECG: 2-second frames at 256 Hz.
  • Quality: this page uses noise-aware scorecards. The model pages also show a separate validation and long-recording evaluation; those values should not be treated as the same run.
  • Package size: encoder, decoder, and codebook files. These sizes do not measure runtime RAM, firmware size, or inference latency.

Lower error is better within the same evaluation. N is the reported sample count. A dash means the measurement was not reported, not zero.

Data source: measurements preserved from the original documentation.

CRNTruth PRD (%)Faithful PRD (%)HR error (bpm)
2x97880.622.590.19
4x97891.143.440.29
8x97892.665.100.49
16x97895.757.540.88
32x633612.3512.081.79
CRNTruth PRD (%)Faithful PRD (%)HR error (bpm)
2x10001.382.310.48
4x10002.333.630.95
8x10003.846.031.39
16x10007.289.722.05
32x100013.2714.592.34
64x100020.4921.053.00

The reported total excludes validation samples and documentation. Component sizes are rounded independently, so their displayed sum may differ from the total.

CRTotalEncoderDecoderCodebook
2x88 KiB5 KiB19 KiB65 KiB
4x147 KiB28 KiB54 KiB65 KiB
8x196 KiB39 KiB92 KiB65 KiB
16x300 KiB54 KiB180 KiB65 KiB
32x267 KiB54 KiB180 KiB33 KiB
CRTotalEncoderDecoderCodebook
2x88 KiB5 KiB19 KiB65 KiB
4x147 KiB28 KiB54 KiB65 KiB
8x196 KiB39 KiB92 KiB65 KiB
16x300 KiB54 KiB180 KiB65 KiB
32x267 KiB54 KiB180 KiB33 KiB
64x397 KiB76 KiB289 KiB33 KiB

These metrics help investigate differences that a single waveform score can miss. Definitions and measurement limitations are in the validation scorecard.

CRPRDN-noise (%)Band errorCoherenceSeam ratio
2x0.150.01550.9928-
4x0.230.58850.9861-
8x0.640.66230.9565-
16x0.7912.56760.8991-
32x0.200.03560.8014-
CRPRDN-noise (%)Band errorCoherenceSeam ratio
2x0.000.00811.0000-
4x0.000.01041.0000-
8x0.000.01441.0000-
16x0.040.02461.0000-
32x0.780.04971.00000.176
64x3.530.08351.0000-
  1. Shortlist ratios that meet your payload budget.
  2. Inspect the waveform and heart-rate errors together. Check sample counts and noise conditions before comparing rows.
  3. Examine the PPG or ECG plots and the detailed PPG or ECG noise buckets.
  4. Run the evaluation notebook on your recordings, then validate a deploy package.

No fixed ratio is recommended for a clinical or product use case by these aggregate measurements alone.