Release deployment artifacts from CompressionKit
Browse files- README.md +113 -0
- checksums.json +38 -0
- codec_spec.json +27 -0
- config.json +60 -0
- model_card.json +9 -0
- quality_scorecard.json +1057 -0
- reference_vectors.npz +3 -0
- sample_stimulus.npz +3 -0
- scorecard.json +10 -0
- spiht_app_config.h +19 -0
- spiht_config.json +11 -0
README.md
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
library_name: compressionkit
|
| 4 |
+
pipeline_tag: other
|
| 5 |
+
tags:
|
| 6 |
+
- compressionkit
|
| 7 |
+
- signal-compression
|
| 8 |
+
- ecg
|
| 9 |
+
- spiht
|
| 10 |
+
- wavelet
|
| 11 |
+
- edge-ai
|
| 12 |
+
- dsp
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# compressionkit-ecg-spiht-8x
|
| 16 |
+
|
| 17 |
+
A **ECG** signal compression codec built on wavelet + SPIHT + arithmetic coding. **DSP-only — no trained weights.** The deployable artifact is the bitstream contract plus a portable C99 reference implementation.
|
| 18 |
+
|
| 19 |
+
## Operating point
|
| 20 |
+
|
| 21 |
+
| Field | Value |
|
| 22 |
+
|-------|-------|
|
| 23 |
+
| Modality | ECG |
|
| 24 |
+
| Sample rate | 256 Hz |
|
| 25 |
+
| Frame size | 512 samples |
|
| 26 |
+
| Target CR | 8x |
|
| 27 |
+
| Wavelet | `bior4.4` |
|
| 28 |
+
| DWT levels | 6 |
|
| 29 |
+
| Bit budget | 1024 bits/frame |
|
| 30 |
+
| Entropy coder | arithmetic coding |
|
| 31 |
+
|
| 32 |
+
## Quality metrics
|
| 33 |
+
|
| 34 |
+
### Fidelity & Robustness
|
| 35 |
+
|
| 36 |
+
Both fidelity yardsticks are reported so the codec is judged fairly: **faithfulness** is PRD vs the recorded (still-noisy) input, while **truth fidelity** is PRD vs clean ground truth. Lower is better.
|
| 37 |
+
|
| 38 |
+
| Metric | Value |
|
| 39 |
+
|--------|-------|
|
| 40 |
+
| Truth PRD vs clean (%) | 1.86 |
|
| 41 |
+
| Truth PRD at native noise (%) | 38.31 |
|
| 42 |
+
| Faithful PRD vs input (%) | 3.88 |
|
| 43 |
+
| PRD degradation slope (PRD%/dB) | 3.99 |
|
| 44 |
+
| PRD at 0 dB SNR (%) | 51.77 |
|
| 45 |
+
| PRD at -6 dB SNR (%) | 79.87 |
|
| 46 |
+
| Pure-noise imprint autocorr | 0.2469 |
|
| 47 |
+
|
| 48 |
+
### Time Domain
|
| 49 |
+
|
| 50 |
+
_PRD here is faithfulness (vs the recorded input); see **Fidelity & Robustness** above for the clean-truth and noise-regime view._
|
| 51 |
+
|
| 52 |
+
| Metric | Mean | Median | P90 |
|
| 53 |
+
|--------|------|--------|-----|
|
| 54 |
+
| PRD vs input — faithfulness (%) | 3.8840 | 3.0432 | 7.4458 |
|
| 55 |
+
| RMSE | 0.0388 | 0.0304 | 0.0745 |
|
| 56 |
+
| Cosine Similarity | 0.9987 | 0.9995 | 0.9999 |
|
| 57 |
+
|
| 58 |
+
### Spectral
|
| 59 |
+
|
| 60 |
+
- **Band Total Relative Error (median):** 0.0158
|
| 61 |
+
|
| 62 |
+
### Bitrate
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
## Python quickstart
|
| 66 |
+
|
| 67 |
+
```python
|
| 68 |
+
from compressionkit.runtime import load_codec
|
| 69 |
+
|
| 70 |
+
codec = load_codec("Ambiq/compressionkit-ecg-spiht-8x")
|
| 71 |
+
enc = codec.compress(frame) # frame: (frame_size,) float32
|
| 72 |
+
recon = codec.decompress(enc)
|
| 73 |
+
```
|
| 74 |
+
|
| 75 |
+
## C quickstart
|
| 76 |
+
|
| 77 |
+
```c
|
| 78 |
+
#include "spiht_app_config.h"
|
| 79 |
+
|
| 80 |
+
float frame[APP_SPIHT_FRAME_SIZE];
|
| 81 |
+
uint8_t bitstream[APP_SPIHT_MAX_BYTES];
|
| 82 |
+
/* ... fill frame from sensor (post-denoise, if hybrid) ... */
|
| 83 |
+
size_t nbits = spiht_encode_frame(&enc, bitstream, APP_SPIHT_MAX_BITS);
|
| 84 |
+
```
|
| 85 |
+
|
| 86 |
+
## Files
|
| 87 |
+
|
| 88 |
+
| File | Description |
|
| 89 |
+
|------|-------------|
|
| 90 |
+
| `config.json` | Deploy manifest (`family: "spiht"`) |
|
| 91 |
+
| `spiht_config.json` | Codec parameters (language-neutral) |
|
| 92 |
+
| `sample_stimulus.npz` | Synthetic test frames |
|
| 93 |
+
| `reference_vectors.npz` | Reference encode/decode vectors |
|
| 94 |
+
| `c_sources/spiht.[ch]` | Portable C99 reference |
|
| 95 |
+
| `c_sources/spiht_app_config.h` | Codec-specific defines |
|
| 96 |
+
| `model_card.json` | Provenance metadata |
|
| 97 |
+
| `scorecard.json` | Frozen evaluation summary |
|
| 98 |
+
|
| 99 |
+
## Dataset & license
|
| 100 |
+
|
| 101 |
+
Evaluation data: PTB-XL (CC BY 4.0). Sample data may include excerpts under the original license terms.
|
| 102 |
+
|
| 103 |
+
Codec source released under the **APACHE-2.0** license.
|
| 104 |
+
|
| 105 |
+
## Citation
|
| 106 |
+
|
| 107 |
+
```bibtex
|
| 108 |
+
@software{compressionkit,
|
| 109 |
+
author = {Ambiq AI},
|
| 110 |
+
title = {compressionKIT: Signal Compression for Edge AI},
|
| 111 |
+
url = {https://github.com/AmbiqAI/compressionkit}
|
| 112 |
+
}
|
| 113 |
+
```
|
checksums.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"README.md": {
|
| 3 |
+
"sha256": "0edaab42318beb88b5fb46f92d821cb2827f5e500e515493b0ba23fafbd9a08a",
|
| 4 |
+
"bytes": 1677
|
| 5 |
+
},
|
| 6 |
+
"codec_spec.json": {
|
| 7 |
+
"sha256": "15801fcdaf136d0505aa596102dd3b93d4b35e8a7c846318f552fd82e0ea5497",
|
| 8 |
+
"bytes": 575
|
| 9 |
+
},
|
| 10 |
+
"deploy_manifest.json": {
|
| 11 |
+
"sha256": "4349c28c0917f69f783182b7a1b3d964445d04c70a49769d62114032508fd94c",
|
| 12 |
+
"bytes": 1514
|
| 13 |
+
},
|
| 14 |
+
"model_card.json": {
|
| 15 |
+
"sha256": "134ec34c141d057d60543c687e4eab5c41dd774d4f8b5d84e581083d64a89de0",
|
| 16 |
+
"bytes": 178
|
| 17 |
+
},
|
| 18 |
+
"reference_vectors.npz": {
|
| 19 |
+
"sha256": "f76f07055e9e022ee8de6d8b7f60751fd7a1f770d5a79a874184c71d471820fe",
|
| 20 |
+
"bytes": 31175
|
| 21 |
+
},
|
| 22 |
+
"sample_stimulus.npz": {
|
| 23 |
+
"sha256": "c266d1e5539601457ca51ada46e9edb2e99bb6f148cf37be658dcb1670f94dc0",
|
| 24 |
+
"bytes": 14744
|
| 25 |
+
},
|
| 26 |
+
"scorecard.json": {
|
| 27 |
+
"sha256": "0cd05befba79493545242565d3c3105d724ffbc654d2236ce55470575411a147",
|
| 28 |
+
"bytes": 211
|
| 29 |
+
},
|
| 30 |
+
"spiht_app_config.h": {
|
| 31 |
+
"sha256": "eeb8986d7033e7d117d634bc487a63289f76be738ae4bfb35afe9953e91f54ba",
|
| 32 |
+
"bytes": 645
|
| 33 |
+
},
|
| 34 |
+
"spiht_config.json": {
|
| 35 |
+
"sha256": "09a38068ea27f66b4f418b67d95f110489a3d2475909f8a4cd4eb06d6e3e6d93",
|
| 36 |
+
"bytes": 188
|
| 37 |
+
}
|
| 38 |
+
}
|
codec_spec.json
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"family": "spiht",
|
| 3 |
+
"method": "dsp",
|
| 4 |
+
"modality": "ecg",
|
| 5 |
+
"sample_rate": 256,
|
| 6 |
+
"frame_size": 512,
|
| 7 |
+
"compression_ratio": 8.0,
|
| 8 |
+
"experiment_id": "ecg-spiht-8x",
|
| 9 |
+
"run_name": null,
|
| 10 |
+
"package_version": "1.0",
|
| 11 |
+
"packet_contract": {
|
| 12 |
+
"payload_type": "uint8_bitstream",
|
| 13 |
+
"nbits_field": true,
|
| 14 |
+
"byte_order": "little-endian-byte-array"
|
| 15 |
+
},
|
| 16 |
+
"codec": {
|
| 17 |
+
"modality": "ecg",
|
| 18 |
+
"sample_rate": 256,
|
| 19 |
+
"frame_size": 512,
|
| 20 |
+
"target_cr": 8.0,
|
| 21 |
+
"wavelet": "bior4.4",
|
| 22 |
+
"levels": 6,
|
| 23 |
+
"use_ac": true,
|
| 24 |
+
"bits_per_sample": 16,
|
| 25 |
+
"max_bits": 1024
|
| 26 |
+
}
|
| 27 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"manifest_version": 1,
|
| 3 |
+
"package_version": "1.0",
|
| 4 |
+
"family": "spiht",
|
| 5 |
+
"method": "dsp",
|
| 6 |
+
"modality": "ecg",
|
| 7 |
+
"experiment_id": "ecg-spiht-8x",
|
| 8 |
+
"run_name": null,
|
| 9 |
+
"compression_ratio": 8.0,
|
| 10 |
+
"spec": "codec_spec.json",
|
| 11 |
+
"scorecard": "scorecard.json",
|
| 12 |
+
"checksums": "checksums.json",
|
| 13 |
+
"model_name": "ecg_spiht_8x",
|
| 14 |
+
"model_version": "1.0",
|
| 15 |
+
"codec": {
|
| 16 |
+
"modality": "ecg",
|
| 17 |
+
"sample_rate": 256,
|
| 18 |
+
"frame_size": 512,
|
| 19 |
+
"target_cr": 8.0,
|
| 20 |
+
"wavelet": "bior4.4",
|
| 21 |
+
"levels": 6,
|
| 22 |
+
"use_ac": true,
|
| 23 |
+
"bits_per_sample": 16,
|
| 24 |
+
"max_bits": 1024
|
| 25 |
+
},
|
| 26 |
+
"artifacts": {
|
| 27 |
+
"manifest": "deploy_manifest.json",
|
| 28 |
+
"spiht_config": "spiht_config.json",
|
| 29 |
+
"sample_stimulus": "sample_stimulus.npz",
|
| 30 |
+
"reference_vectors": "reference_vectors.npz",
|
| 31 |
+
"app_config_header": "spiht_app_config.h",
|
| 32 |
+
"model_card": "model_card.json",
|
| 33 |
+
"scorecard": "scorecard.json",
|
| 34 |
+
"codec_spec": "codec_spec.json",
|
| 35 |
+
"readme": "README.md",
|
| 36 |
+
"checksums": "checksums.json"
|
| 37 |
+
},
|
| 38 |
+
"model_card": {
|
| 39 |
+
"experiment_id": "ecg-spiht-8x",
|
| 40 |
+
"modality": "ecg",
|
| 41 |
+
"method": "spiht",
|
| 42 |
+
"sample_rate": 256,
|
| 43 |
+
"compression_ratio": 8,
|
| 44 |
+
"wavelet": "bior4.4",
|
| 45 |
+
"levels": 6,
|
| 46 |
+
"use_ac": true,
|
| 47 |
+
"frame_size": 512,
|
| 48 |
+
"dataset_id": "ptb-xl"
|
| 49 |
+
},
|
| 50 |
+
"scorecard_summary": {
|
| 51 |
+
"mean_prd_percent": 3.884,
|
| 52 |
+
"median_prd_percent": 3.0432,
|
| 53 |
+
"p95_prd_percent": 9.2236,
|
| 54 |
+
"mean_snr_db": 30.073,
|
| 55 |
+
"median_snr_db": 30.333,
|
| 56 |
+
"actual_cr": 7.999,
|
| 57 |
+
"bitrate_bps": 512.07,
|
| 58 |
+
"n_frames": 1000
|
| 59 |
+
}
|
| 60 |
+
}
|
model_card.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "ecg_spiht_8x",
|
| 3 |
+
"model_version": "1.0",
|
| 4 |
+
"modality": "ecg",
|
| 5 |
+
"sample_rate": 256,
|
| 6 |
+
"compression_ratio": 8,
|
| 7 |
+
"license": "other",
|
| 8 |
+
"scorecard_summary": {}
|
| 9 |
+
}
|
quality_scorecard.json
ADDED
|
@@ -0,0 +1,1057 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"headline": {
|
| 3 |
+
"num_samples": 1000,
|
| 4 |
+
"compression_ratio": 7.999,
|
| 5 |
+
"faithful_prd_vs_input_pct": 3.884,
|
| 6 |
+
"truth_prd_vs_clean_pct": 1.865,
|
| 7 |
+
"truth_prd_at_native_noise_pct": 38.311,
|
| 8 |
+
"prd_degradation_slope_per_db": 3.99,
|
| 9 |
+
"prd_at_0db_pct": 51.771,
|
| 10 |
+
"prd_at_-6db_pct": 79.867,
|
| 11 |
+
"imprint_output_autocorr": 0.2469
|
| 12 |
+
},
|
| 13 |
+
"run_dir": "results/ecg_spiht_256hz_08x_golden",
|
| 14 |
+
"modality": "ecg",
|
| 15 |
+
"sample_rate": 256,
|
| 16 |
+
"num_samples_loaded": 1000,
|
| 17 |
+
"num_samples": 1000,
|
| 18 |
+
"num_samples_rejected": 0,
|
| 19 |
+
"min_signal_std": 0.0001,
|
| 20 |
+
"noise_estimator": "bp",
|
| 21 |
+
"bitrate": {
|
| 22 |
+
"codec_compression_ratio": 7.9989,
|
| 23 |
+
"effective_downsample_factor": 1,
|
| 24 |
+
"downsample_factor": 1,
|
| 25 |
+
"effective_sample_rate_hz": 256,
|
| 26 |
+
"uniform_codec_bitrate_bps": 512.07,
|
| 27 |
+
"uniform_bits_per_frame": 1024.14,
|
| 28 |
+
"raw_bitrate_bps": 4096,
|
| 29 |
+
"raw_bits_per_frame": 8192,
|
| 30 |
+
"encoder_total_params": 0
|
| 31 |
+
},
|
| 32 |
+
"time_domain": {
|
| 33 |
+
"prd_percent": {
|
| 34 |
+
"n": 1000,
|
| 35 |
+
"n_dropped": 0,
|
| 36 |
+
"mean": 3.8840112297936837,
|
| 37 |
+
"std": 3.2708236210133967,
|
| 38 |
+
"median": 3.0432137881471792,
|
| 39 |
+
"p10": 1.5679338246734715,
|
| 40 |
+
"p90": 7.445797968432937,
|
| 41 |
+
"max": 35.671991746644096,
|
| 42 |
+
"min": 0.7942406124415968
|
| 43 |
+
},
|
| 44 |
+
"prdn_noise_percent": {
|
| 45 |
+
"n": 1000,
|
| 46 |
+
"n_dropped": 0,
|
| 47 |
+
"mean": 0.0,
|
| 48 |
+
"std": 0.0,
|
| 49 |
+
"median": 0.0,
|
| 50 |
+
"p10": 0.0,
|
| 51 |
+
"p90": 0.0,
|
| 52 |
+
"max": 0.0,
|
| 53 |
+
"min": 0.0
|
| 54 |
+
},
|
| 55 |
+
"rmse": {
|
| 56 |
+
"n": 1000,
|
| 57 |
+
"n_dropped": 0,
|
| 58 |
+
"mean": 0.038839771564677224,
|
| 59 |
+
"std": 0.032707899818936674,
|
| 60 |
+
"median": 0.03043177752493033,
|
| 61 |
+
"p10": 0.015679229041446526,
|
| 62 |
+
"p90": 0.07445699290157669,
|
| 63 |
+
"max": 0.3567163560396821,
|
| 64 |
+
"min": 0.007942382927649167
|
| 65 |
+
},
|
| 66 |
+
"cosine_similarity": {
|
| 67 |
+
"n": 1000,
|
| 68 |
+
"n_dropped": 0,
|
| 69 |
+
"mean": 0.9987140232920647,
|
| 70 |
+
"std": 0.003805665156310596,
|
| 71 |
+
"median": 0.9995369017124176,
|
| 72 |
+
"p10": 0.9972440659999847,
|
| 73 |
+
"p90": 0.9998773813247681,
|
| 74 |
+
"max": 0.9999684691429138,
|
| 75 |
+
"min": 0.9364176988601685
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
"spectral": {
|
| 79 |
+
"band_total_rel_error": {
|
| 80 |
+
"n": 1000,
|
| 81 |
+
"n_dropped": 0,
|
| 82 |
+
"mean": 0.020497223527047453,
|
| 83 |
+
"std": 0.0177426692820455,
|
| 84 |
+
"median": 0.015764304630104344,
|
| 85 |
+
"p10": 0.005270400632299576,
|
| 86 |
+
"p90": 0.04202261900666001,
|
| 87 |
+
"max": 0.24061172996488198,
|
| 88 |
+
"min": 0.001146485690793292
|
| 89 |
+
},
|
| 90 |
+
"per_band_rel_error": {
|
| 91 |
+
"band_0.5_5_rel_error": {
|
| 92 |
+
"n": 1000,
|
| 93 |
+
"n_dropped": 0,
|
| 94 |
+
"mean": 0.007015147148594202,
|
| 95 |
+
"std": 0.00976495355927183,
|
| 96 |
+
"median": 0.004383671426423959,
|
| 97 |
+
"p10": 0.0006816820331345179,
|
| 98 |
+
"p90": 0.015630696221016413,
|
| 99 |
+
"max": 0.16161927154609718,
|
| 100 |
+
"min": 5.190374105197531e-06
|
| 101 |
+
},
|
| 102 |
+
"band_5_15_rel_error": {
|
| 103 |
+
"n": 1000,
|
| 104 |
+
"n_dropped": 0,
|
| 105 |
+
"mean": 0.006810556210992308,
|
| 106 |
+
"std": 0.010066370453224453,
|
| 107 |
+
"median": 0.004137277726678313,
|
| 108 |
+
"p10": 0.0007244281175421973,
|
| 109 |
+
"p90": 0.01472210792775239,
|
| 110 |
+
"max": 0.121313366434904,
|
| 111 |
+
"min": 9.83152114618342e-07
|
| 112 |
+
},
|
| 113 |
+
"band_15_40_rel_error": {
|
| 114 |
+
"n": 1000,
|
| 115 |
+
"n_dropped": 0,
|
| 116 |
+
"mean": 0.011296655833779506,
|
| 117 |
+
"std": 0.01624824833020934,
|
| 118 |
+
"median": 0.006648023492931011,
|
| 119 |
+
"p10": 0.001163632370746493,
|
| 120 |
+
"p90": 0.025950693104023422,
|
| 121 |
+
"max": 0.15539145716491734,
|
| 122 |
+
"min": 1.1985245394828982e-05
|
| 123 |
+
},
|
| 124 |
+
"band_40_80_rel_error": {
|
| 125 |
+
"n": 1000,
|
| 126 |
+
"n_dropped": 0,
|
| 127 |
+
"mean": 0.05686653491482379,
|
| 128 |
+
"std": 0.05903794962463782,
|
| 129 |
+
"median": 0.04075277549157511,
|
| 130 |
+
"p10": 0.006204828203153473,
|
| 131 |
+
"p90": 0.12901330518484758,
|
| 132 |
+
"max": 0.8283902263237897,
|
| 133 |
+
"min": 8.1587715689226e-06
|
| 134 |
+
},
|
| 135 |
+
"band_total_rel_error": {
|
| 136 |
+
"n": 1000,
|
| 137 |
+
"n_dropped": 0,
|
| 138 |
+
"mean": 0.020497223527047453,
|
| 139 |
+
"std": 0.0177426692820455,
|
| 140 |
+
"median": 0.015764304630104344,
|
| 141 |
+
"p10": 0.005270400632299576,
|
| 142 |
+
"p90": 0.04202261900666001,
|
| 143 |
+
"max": 0.24061172996488198,
|
| 144 |
+
"min": 0.001146485690793292
|
| 145 |
+
}
|
| 146 |
+
},
|
| 147 |
+
"weighted_freq_prd_percent": {
|
| 148 |
+
"n": 1000,
|
| 149 |
+
"n_dropped": 0,
|
| 150 |
+
"mean": 2.680039060358527,
|
| 151 |
+
"std": 2.0713081277358936,
|
| 152 |
+
"median": 2.1605574292796006,
|
| 153 |
+
"p10": 1.1193817994946402,
|
| 154 |
+
"p90": 4.872174661200073,
|
| 155 |
+
"max": 21.84177016812817,
|
| 156 |
+
"min": 0.5580532976102264
|
| 157 |
+
},
|
| 158 |
+
"coherence": {
|
| 159 |
+
"n": 1000,
|
| 160 |
+
"n_dropped": 0,
|
| 161 |
+
"mean": 1.0,
|
| 162 |
+
"std": 7.021666937153402e-18,
|
| 163 |
+
"median": 1.0,
|
| 164 |
+
"p10": 1.0,
|
| 165 |
+
"p90": 1.0,
|
| 166 |
+
"max": 1.0,
|
| 167 |
+
"min": 0.9999999999999998
|
| 168 |
+
}
|
| 169 |
+
},
|
| 170 |
+
"physiology": {
|
| 171 |
+
"vs_raw_original": {
|
| 172 |
+
"num_total_pairs": 1000.0,
|
| 173 |
+
"num_valid_pairs": 973.0,
|
| 174 |
+
"hr_mae_bpm": 0.8903444104999889,
|
| 175 |
+
"hr_median_ae_bpm": 0.0,
|
| 176 |
+
"hr_std_ae_bpm": 3.519383682396205,
|
| 177 |
+
"hr_p90_ae_bpm": 0.5121920844449206,
|
| 178 |
+
"hr_max_ae_bpm": 30.695027774014363,
|
| 179 |
+
"hr_bias_bpm": 0.24780378638014677,
|
| 180 |
+
"hr_bias_std_bpm": 3.62179071133064,
|
| 181 |
+
"peak_count_exact_match_pct": 93.93627954779033,
|
| 182 |
+
"total_missed_peaks": 27.0,
|
| 183 |
+
"total_extra_peaks": 32.0,
|
| 184 |
+
"peak_timing_mae_ms": 8.86750768442623,
|
| 185 |
+
"peak_timing_median_ms": 0.0,
|
| 186 |
+
"peak_timing_std_ms": 74.4909559459923,
|
| 187 |
+
"peak_timing_p90_ms": 0.0,
|
| 188 |
+
"peak_timing_max_ms": 964.84375,
|
| 189 |
+
"peak_timing_within_10ms_pct": 97.5,
|
| 190 |
+
"sdnn_mae_ms": 2.739848379504238,
|
| 191 |
+
"sdnn_std_ae_ms": 12.556863633614741,
|
| 192 |
+
"sdnn_p90_ae_ms": 4.510548978043943,
|
| 193 |
+
"rmssd_mae_ms": 3.1580713068013404,
|
| 194 |
+
"rmssd_std_ae_ms": 14.098116766676908,
|
| 195 |
+
"rmssd_p90_ae_ms": 5.524271728019897
|
| 196 |
+
},
|
| 197 |
+
"vs_filtered_original": {
|
| 198 |
+
"num_total_pairs": 1000.0,
|
| 199 |
+
"num_valid_pairs": 973.0,
|
| 200 |
+
"hr_mae_bpm": 1.3729838056839319,
|
| 201 |
+
"hr_median_ae_bpm": 0.14986827983217665,
|
| 202 |
+
"hr_std_ae_bpm": 5.015107525701715,
|
| 203 |
+
"hr_p90_ae_bpm": 1.4299190568044486,
|
| 204 |
+
"hr_max_ae_bpm": 81.4345859971932,
|
| 205 |
+
"hr_bias_bpm": 0.1270265353283639,
|
| 206 |
+
"hr_bias_std_bpm": 5.1981008343762225,
|
| 207 |
+
"peak_count_exact_match_pct": 92.90853031860226,
|
| 208 |
+
"total_missed_peaks": 36.0,
|
| 209 |
+
"total_extra_peaks": 33.0,
|
| 210 |
+
"peak_timing_mae_ms": 12.982536764705882,
|
| 211 |
+
"peak_timing_median_ms": 0.0,
|
| 212 |
+
"peak_timing_std_ms": 82.50055129353322,
|
| 213 |
+
"peak_timing_p90_ms": 3.90625,
|
| 214 |
+
"peak_timing_max_ms": 1015.625,
|
| 215 |
+
"peak_timing_within_10ms_pct": 95.87418300653594,
|
| 216 |
+
"sdnn_mae_ms": 5.739248553333784,
|
| 217 |
+
"sdnn_std_ae_ms": 20.93350817178139,
|
| 218 |
+
"sdnn_p90_ae_ms": 6.765823467065928,
|
| 219 |
+
"rmssd_mae_ms": 6.888278753769465,
|
| 220 |
+
"rmssd_std_ae_ms": 25.363600477467383,
|
| 221 |
+
"rmssd_p90_ae_ms": 8.286407592029853
|
| 222 |
+
},
|
| 223 |
+
"by_noise_tertile": {
|
| 224 |
+
"thresholds_bp_noise_rms": {
|
| 225 |
+
"clean_max": 0.22999871272534286,
|
| 226 |
+
"median_max": 0.3920438317209633
|
| 227 |
+
},
|
| 228 |
+
"buckets": {
|
| 229 |
+
"clean": {
|
| 230 |
+
"n": 324,
|
| 231 |
+
"hr_mae_bpm": {
|
| 232 |
+
"n": 324,
|
| 233 |
+
"n_dropped": 0,
|
| 234 |
+
"mean": 0.5223879590461533,
|
| 235 |
+
"std": 2.9669948050447847,
|
| 236 |
+
"median": 0.0,
|
| 237 |
+
"p10": 0.0,
|
| 238 |
+
"p90": 0.27820002063560295,
|
| 239 |
+
"max": 30.695027774014363,
|
| 240 |
+
"min": 0.0
|
| 241 |
+
},
|
| 242 |
+
"sdnn_mae_ms": {
|
| 243 |
+
"n": 138,
|
| 244 |
+
"n_dropped": 0,
|
| 245 |
+
"mean": 2.9863934786504998,
|
| 246 |
+
"std": 13.769328025102318,
|
| 247 |
+
"median": 0.0,
|
| 248 |
+
"p10": 0.0,
|
| 249 |
+
"p90": 4.510548978043951,
|
| 250 |
+
"max": 117.39815222264123,
|
| 251 |
+
"min": 0.0
|
| 252 |
+
},
|
| 253 |
+
"rmssd_mae_ms": {
|
| 254 |
+
"n": 138,
|
| 255 |
+
"n_dropped": 0,
|
| 256 |
+
"mean": 3.1146520569779357,
|
| 257 |
+
"std": 13.104907846032265,
|
| 258 |
+
"median": 0.0,
|
| 259 |
+
"p10": 0.0,
|
| 260 |
+
"p90": 5.524271728019903,
|
| 261 |
+
"max": 107.7232986963881,
|
| 262 |
+
"min": 0.0
|
| 263 |
+
}
|
| 264 |
+
},
|
| 265 |
+
"median": {
|
| 266 |
+
"n": 325,
|
| 267 |
+
"hr_mae_bpm": {
|
| 268 |
+
"n": 325,
|
| 269 |
+
"n_dropped": 0,
|
| 270 |
+
"mean": 1.1073962555187133,
|
| 271 |
+
"std": 3.8953160730399143,
|
| 272 |
+
"median": 0.0,
|
| 273 |
+
"p10": 0.0,
|
| 274 |
+
"p90": 0.8025275379708642,
|
| 275 |
+
"max": 26.583491821985547,
|
| 276 |
+
"min": 0.0
|
| 277 |
+
},
|
| 278 |
+
"sdnn_mae_ms": {
|
| 279 |
+
"n": 155,
|
| 280 |
+
"n_dropped": 0,
|
| 281 |
+
"mean": 0.8297355181321688,
|
| 282 |
+
"std": 1.6928539697176916,
|
| 283 |
+
"median": 0.0,
|
| 284 |
+
"p10": 0.0,
|
| 285 |
+
"p90": 2.2552744890219856,
|
| 286 |
+
"max": 11.276372445109871,
|
| 287 |
+
"min": 0.0
|
| 288 |
+
},
|
| 289 |
+
"rmssd_mae_ms": {
|
| 290 |
+
"n": 155,
|
| 291 |
+
"n_dropped": 0,
|
| 292 |
+
"mean": 1.0110841056015798,
|
| 293 |
+
"std": 2.0824097463457987,
|
| 294 |
+
"median": 0.0,
|
| 295 |
+
"p10": 0.0,
|
| 296 |
+
"p90": 2.762135864009963,
|
| 297 |
+
"max": 13.810679320049758,
|
| 298 |
+
"min": 0.0
|
| 299 |
+
}
|
| 300 |
+
},
|
| 301 |
+
"noisy": {
|
| 302 |
+
"n": 324,
|
| 303 |
+
"hr_mae_bpm": {
|
| 304 |
+
"n": 324,
|
| 305 |
+
"n_dropped": 0,
|
| 306 |
+
"mean": 1.0405791038331909,
|
| 307 |
+
"std": 3.6010854670628447,
|
| 308 |
+
"median": 0.0,
|
| 309 |
+
"p10": 0.0,
|
| 310 |
+
"p90": 1.4961974206996516,
|
| 311 |
+
"max": 22.32253962486942,
|
| 312 |
+
"min": 0.0
|
| 313 |
+
},
|
| 314 |
+
"sdnn_mae_ms": {
|
| 315 |
+
"n": 135,
|
| 316 |
+
"n_dropped": 0,
|
| 317 |
+
"mean": 4.68091704491525,
|
| 318 |
+
"std": 17.168888730658267,
|
| 319 |
+
"median": 0.0,
|
| 320 |
+
"p10": 0.0,
|
| 321 |
+
"p90": 4.715747921940822,
|
| 322 |
+
"max": 130.80592036327457,
|
| 323 |
+
"min": 0.0
|
| 324 |
+
},
|
| 325 |
+
"rmssd_mae_ms": {
|
| 326 |
+
"n": 135,
|
| 327 |
+
"n_dropped": 0,
|
| 328 |
+
"mean": 5.667514807998323,
|
| 329 |
+
"std": 20.928626393562887,
|
| 330 |
+
"median": 0.0,
|
| 331 |
+
"p10": 0.0,
|
| 332 |
+
"p90": 7.129884912731746,
|
| 333 |
+
"max": 160.2038801125772,
|
| 334 |
+
"min": 0.0
|
| 335 |
+
}
|
| 336 |
+
}
|
| 337 |
+
}
|
| 338 |
+
}
|
| 339 |
+
},
|
| 340 |
+
"morphology": {
|
| 341 |
+
"num_windows": 1000,
|
| 342 |
+
"num_windows_with_beats": 1000,
|
| 343 |
+
"num_beats_matched": 2469,
|
| 344 |
+
"r_amplitude": {
|
| 345 |
+
"orig": {
|
| 346 |
+
"n": 2469,
|
| 347 |
+
"mean": 5.106483284762972,
|
| 348 |
+
"std": 1.7550622785860068,
|
| 349 |
+
"median": 5.493165615610351,
|
| 350 |
+
"p10": 2.1655347272038536,
|
| 351 |
+
"p90": 6.967342533982293,
|
| 352 |
+
"min": 0.14606412627618914,
|
| 353 |
+
"max": 10.645864129634788
|
| 354 |
+
},
|
| 355 |
+
"recon": {
|
| 356 |
+
"n": 2469,
|
| 357 |
+
"mean": 5.109044808938828,
|
| 358 |
+
"std": 1.7540763176331446,
|
| 359 |
+
"median": 5.5019502664597875,
|
| 360 |
+
"p10": 2.1753874102900754,
|
| 361 |
+
"p90": 6.95601761075717,
|
| 362 |
+
"min": 0.14656473062072906,
|
| 363 |
+
"max": 10.651807793753115
|
| 364 |
+
},
|
| 365 |
+
"abs_delta": {
|
| 366 |
+
"n": 2469,
|
| 367 |
+
"mean": 0.02112243799718501,
|
| 368 |
+
"std": 0.031743108410785446,
|
| 369 |
+
"median": 0.013052317521845325,
|
| 370 |
+
"p10": 0.00235964535197315,
|
| 371 |
+
"p90": 0.04443346883124699,
|
| 372 |
+
"min": 4.412151228372352e-06,
|
| 373 |
+
"max": 0.8856587098212063
|
| 374 |
+
},
|
| 375 |
+
"delta": {
|
| 376 |
+
"n": 2469,
|
| 377 |
+
"mean": 0.002561524175855769,
|
| 378 |
+
"std": 0.03804235682000143,
|
| 379 |
+
"median": 0.0008515002680402617,
|
| 380 |
+
"p10": -0.027308210024760804,
|
| 381 |
+
"p90": 0.03231113211629937,
|
| 382 |
+
"min": -0.29989994932821706,
|
| 383 |
+
"max": 0.8856587098212063
|
| 384 |
+
}
|
| 385 |
+
},
|
| 386 |
+
"qrs_width_ms": {
|
| 387 |
+
"orig": {
|
| 388 |
+
"n": 2469,
|
| 389 |
+
"mean": 73.41186968408262,
|
| 390 |
+
"std": 15.74804998325554,
|
| 391 |
+
"median": 74.21875,
|
| 392 |
+
"p10": 54.6875,
|
| 393 |
+
"p90": 101.5625,
|
| 394 |
+
"min": 23.4375,
|
| 395 |
+
"max": 101.5625
|
| 396 |
+
},
|
| 397 |
+
"recon": {
|
| 398 |
+
"n": 2469,
|
| 399 |
+
"mean": 73.46724382341029,
|
| 400 |
+
"std": 15.688475553768187,
|
| 401 |
+
"median": 74.21875,
|
| 402 |
+
"p10": 54.6875,
|
| 403 |
+
"p90": 101.5625,
|
| 404 |
+
"min": 27.34375,
|
| 405 |
+
"max": 101.5625
|
| 406 |
+
},
|
| 407 |
+
"abs_delta": {
|
| 408 |
+
"n": 2469,
|
| 409 |
+
"mean": 0.9730027339003645,
|
| 410 |
+
"std": 3.9211019436671415,
|
| 411 |
+
"median": 0.0,
|
| 412 |
+
"p10": 0.0,
|
| 413 |
+
"p90": 3.90625,
|
| 414 |
+
"min": 0.0,
|
| 415 |
+
"max": 54.6875
|
| 416 |
+
},
|
| 417 |
+
"delta": {
|
| 418 |
+
"n": 2469,
|
| 419 |
+
"mean": 0.055374139327663024,
|
| 420 |
+
"std": 4.039642122453614,
|
| 421 |
+
"median": 0.0,
|
| 422 |
+
"p10": 0.0,
|
| 423 |
+
"p90": 0.0,
|
| 424 |
+
"min": -50.78125,
|
| 425 |
+
"max": 54.6875
|
| 426 |
+
}
|
| 427 |
+
},
|
| 428 |
+
"st_deviation": {
|
| 429 |
+
"orig": {
|
| 430 |
+
"n": 2379,
|
| 431 |
+
"mean": -0.08826343352040417,
|
| 432 |
+
"std": 0.6974349046922551,
|
| 433 |
+
"median": -0.07900503201612286,
|
| 434 |
+
"p10": -0.7636725712947089,
|
| 435 |
+
"p90": 0.45902816028972443,
|
| 436 |
+
"min": -3.196353637542299,
|
| 437 |
+
"max": 5.885724864483545
|
| 438 |
+
},
|
| 439 |
+
"recon": {
|
| 440 |
+
"n": 2379,
|
| 441 |
+
"mean": -0.08924011368353617,
|
| 442 |
+
"std": 0.6966761584424268,
|
| 443 |
+
"median": -0.08084547824839872,
|
| 444 |
+
"p10": -0.7776567703715781,
|
| 445 |
+
"p90": 0.45741750700865597,
|
| 446 |
+
"min": -3.167612578354168,
|
| 447 |
+
"max": 5.881542335100175
|
| 448 |
+
},
|
| 449 |
+
"abs_delta": {
|
| 450 |
+
"n": 2379,
|
| 451 |
+
"mean": 0.028596220915268148,
|
| 452 |
+
"std": 0.05646715065772953,
|
| 453 |
+
"median": 0.016521166838300516,
|
| 454 |
+
"p10": 0.0028883639610697296,
|
| 455 |
+
"p90": 0.06257665646197359,
|
| 456 |
+
"min": 5.107980197704975e-07,
|
| 457 |
+
"max": 1.3892312137760763
|
| 458 |
+
},
|
| 459 |
+
"delta": {
|
| 460 |
+
"n": 2379,
|
| 461 |
+
"mean": -0.0009766801631320016,
|
| 462 |
+
"std": 0.06328766901930018,
|
| 463 |
+
"median": -0.0003400819536540922,
|
| 464 |
+
"p10": -0.03807184424051578,
|
| 465 |
+
"p90": 0.03903506389174415,
|
| 466 |
+
"min": -1.3194291776642093,
|
| 467 |
+
"max": 1.3892312137760763
|
| 468 |
+
}
|
| 469 |
+
},
|
| 470 |
+
"t_amplitude": {
|
| 471 |
+
"orig": {
|
| 472 |
+
"n": 2316,
|
| 473 |
+
"mean": 1.1557765006548992,
|
| 474 |
+
"std": 1.4937146304353133,
|
| 475 |
+
"median": 1.33907087586785,
|
| 476 |
+
"p10": -0.9540406520422422,
|
| 477 |
+
"p90": 2.7505082614262477,
|
| 478 |
+
"min": -6.4516422819751575,
|
| 479 |
+
"max": 7.349344800134131
|
| 480 |
+
},
|
| 481 |
+
"recon": {
|
| 482 |
+
"n": 2316,
|
| 483 |
+
"mean": 1.1538874871639662,
|
| 484 |
+
"std": 1.4959623034050218,
|
| 485 |
+
"median": 1.3414300146033193,
|
| 486 |
+
"p10": -0.9557416245899509,
|
| 487 |
+
"p90": 2.759208320299438,
|
| 488 |
+
"min": -6.337218705727515,
|
| 489 |
+
"max": 7.361900974094114
|
| 490 |
+
},
|
| 491 |
+
"abs_delta": {
|
| 492 |
+
"n": 2316,
|
| 493 |
+
"mean": 0.041027222977706335,
|
| 494 |
+
"std": 0.126473210299573,
|
| 495 |
+
"median": 0.019383074214501805,
|
| 496 |
+
"p10": 0.0026708838601493257,
|
| 497 |
+
"p90": 0.07473324026215933,
|
| 498 |
+
"min": 9.257117981942287e-06,
|
| 499 |
+
"max": 2.4886252821657155
|
| 500 |
+
},
|
| 501 |
+
"delta": {
|
| 502 |
+
"n": 2316,
|
| 503 |
+
"mean": -0.0018890134909328145,
|
| 504 |
+
"std": 0.13294787541278547,
|
| 505 |
+
"median": -9.223264803176479e-05,
|
| 506 |
+
"p10": -0.044946568910058105,
|
| 507 |
+
"p90": 0.04696076913311509,
|
| 508 |
+
"min": -2.4886252821657155,
|
| 509 |
+
"max": 1.939513557299418
|
| 510 |
+
}
|
| 511 |
+
},
|
| 512 |
+
"baseline_drift": {
|
| 513 |
+
"orig": {
|
| 514 |
+
"n": 2469,
|
| 515 |
+
"mean": -0.357029214619568,
|
| 516 |
+
"std": 0.5839703582436081,
|
| 517 |
+
"median": -0.3684001670187222,
|
| 518 |
+
"p10": -0.8910601311489106,
|
| 519 |
+
"p90": 0.29071443871136626,
|
| 520 |
+
"min": -4.856197967682362,
|
| 521 |
+
"max": 2.190076471852864
|
| 522 |
+
},
|
| 523 |
+
"recon": {
|
| 524 |
+
"n": 2469,
|
| 525 |
+
"mean": -0.3559722661136686,
|
| 526 |
+
"std": 0.582813728220067,
|
| 527 |
+
"median": -0.3695169945950044,
|
| 528 |
+
"p10": -0.8880950446227386,
|
| 529 |
+
"p90": 0.29069232628405806,
|
| 530 |
+
"min": -4.856719952241616,
|
| 531 |
+
"max": 2.1916058701139725
|
| 532 |
+
},
|
| 533 |
+
"abs_delta": {
|
| 534 |
+
"n": 2469,
|
| 535 |
+
"mean": 0.020640527302533636,
|
| 536 |
+
"std": 0.03472931618244391,
|
| 537 |
+
"median": 0.011830273442307915,
|
| 538 |
+
"p10": 0.0021088931286832482,
|
| 539 |
+
"p90": 0.045082183244476756,
|
| 540 |
+
"min": 1.5241597167703347e-06,
|
| 541 |
+
"max": 0.7712792138944913
|
| 542 |
+
},
|
| 543 |
+
"delta": {
|
| 544 |
+
"n": 2469,
|
| 545 |
+
"mean": 0.0010569485058994083,
|
| 546 |
+
"std": 0.0403861316503905,
|
| 547 |
+
"median": -2.0935289426482484e-05,
|
| 548 |
+
"p10": -0.027729441156817195,
|
| 549 |
+
"p90": 0.029257557047485033,
|
| 550 |
+
"min": -0.4014403324483856,
|
| 551 |
+
"max": 0.7712792138944913
|
| 552 |
+
}
|
| 553 |
+
},
|
| 554 |
+
"beat_shape_correlation": {
|
| 555 |
+
"n": 2469,
|
| 556 |
+
"mean": 0.9996073181680776,
|
| 557 |
+
"std": 0.0012403374253073932,
|
| 558 |
+
"median": 0.9998789177144909,
|
| 559 |
+
"p10": 0.999209060097531,
|
| 560 |
+
"p90": 0.9999751625932705,
|
| 561 |
+
"min": 0.9686211583786922,
|
| 562 |
+
"max": 0.9999984455106599
|
| 563 |
+
},
|
| 564 |
+
"params": {
|
| 565 |
+
"sample_rate": 256,
|
| 566 |
+
"timing_tolerance_ms": 25.0,
|
| 567 |
+
"min_beats": 1
|
| 568 |
+
}
|
| 569 |
+
},
|
| 570 |
+
"stability": {
|
| 571 |
+
"hard_concat": {
|
| 572 |
+
"prd_percent_mean": 3.282201703174477,
|
| 573 |
+
"cosine_similarity_mean": 0.9994123578071594,
|
| 574 |
+
"mse_mean": 0.0011756749212509022,
|
| 575 |
+
"seam_ratio_mean": 0.5731069863747071,
|
| 576 |
+
"seam_rms_mean": 0.18017865624278784,
|
| 577 |
+
"non_seam_rms_mean": 0.2848012447357178,
|
| 578 |
+
"num_recordings": 10
|
| 579 |
+
},
|
| 580 |
+
"overlap_add": {
|
| 581 |
+
"prd_percent_mean": 3.1772366378865406,
|
| 582 |
+
"cosine_similarity_mean": 0.9994480729103088,
|
| 583 |
+
"mse_mean": 0.0011040973797207699,
|
| 584 |
+
"seam_ratio_mean": 0.6181993929472054,
|
| 585 |
+
"seam_rms_mean": 0.1895649865269661,
|
| 586 |
+
"non_seam_rms_mean": 0.2848160281777382,
|
| 587 |
+
"num_recordings": 10
|
| 588 |
+
},
|
| 589 |
+
"linear_crossfade": {
|
| 590 |
+
"prd_percent_mean": 3.1408874162390985,
|
| 591 |
+
"cosine_similarity_mean": 0.999460083246231,
|
| 592 |
+
"mse_mean": 0.001080048603762407,
|
| 593 |
+
"seam_ratio_mean": 0.6182909049593934,
|
| 594 |
+
"seam_rms_mean": 0.1895568324252963,
|
| 595 |
+
"non_seam_rms_mean": 0.2847407117486,
|
| 596 |
+
"num_recordings": 10
|
| 597 |
+
},
|
| 598 |
+
"tukey_overlap_add": {
|
| 599 |
+
"prd_percent_mean": 3.1008192976134863,
|
| 600 |
+
"cosine_similarity_mean": 0.9994731068611145,
|
| 601 |
+
"mse_mean": 0.0010540422532358206,
|
| 602 |
+
"seam_ratio_mean": 0.6185368766940235,
|
| 603 |
+
"seam_rms_mean": 0.18955991864204408,
|
| 604 |
+
"non_seam_rms_mean": 0.2846134573221207,
|
| 605 |
+
"num_recordings": 10
|
| 606 |
+
}
|
| 607 |
+
},
|
| 608 |
+
"by_noise_tertile": {
|
| 609 |
+
"thresholds_bp_noise_rms": {
|
| 610 |
+
"clean_max": 0.23304778728471306,
|
| 611 |
+
"median_max": 0.39769795604024094
|
| 612 |
+
},
|
| 613 |
+
"buckets": {
|
| 614 |
+
"clean": {
|
| 615 |
+
"n": 333,
|
| 616 |
+
"time_domain": {
|
| 617 |
+
"prd_percent": {
|
| 618 |
+
"n": 333,
|
| 619 |
+
"n_dropped": 0,
|
| 620 |
+
"mean": 3.1024477632606327,
|
| 621 |
+
"std": 1.8127322994308743,
|
| 622 |
+
"median": 2.5313865477471302,
|
| 623 |
+
"p10": 1.4108445168986874,
|
| 624 |
+
"p90": 5.721060829876195,
|
| 625 |
+
"max": 10.35516517678904,
|
| 626 |
+
"min": 0.7942406124415968
|
| 627 |
+
},
|
| 628 |
+
"prdn_noise_percent": {
|
| 629 |
+
"n": 333,
|
| 630 |
+
"n_dropped": 0,
|
| 631 |
+
"mean": 0.0,
|
| 632 |
+
"std": 0.0,
|
| 633 |
+
"median": 0.0,
|
| 634 |
+
"p10": 0.0,
|
| 635 |
+
"p90": 0.0,
|
| 636 |
+
"max": 0.0,
|
| 637 |
+
"min": 0.0
|
| 638 |
+
},
|
| 639 |
+
"rmse": {
|
| 640 |
+
"n": 333,
|
| 641 |
+
"n_dropped": 0,
|
| 642 |
+
"mean": 0.03102423300067677,
|
| 643 |
+
"std": 0.018127154691452377,
|
| 644 |
+
"median": 0.025313725156701345,
|
| 645 |
+
"p10": 0.014108380442527772,
|
| 646 |
+
"p90": 0.057210114222336135,
|
| 647 |
+
"max": 0.10355059015203963,
|
| 648 |
+
"min": 0.007942382927649167
|
| 649 |
+
},
|
| 650 |
+
"cosine_similarity": {
|
| 651 |
+
"n": 333,
|
| 652 |
+
"n_dropped": 0,
|
| 653 |
+
"mean": 0.9993557682982436,
|
| 654 |
+
"std": 0.0008165002736565256,
|
| 655 |
+
"median": 0.9996796250343323,
|
| 656 |
+
"p10": 0.9983636021614075,
|
| 657 |
+
"p90": 0.999900484085083,
|
| 658 |
+
"max": 0.9999684691429138,
|
| 659 |
+
"min": 0.994625985622406
|
| 660 |
+
}
|
| 661 |
+
},
|
| 662 |
+
"spectral": {
|
| 663 |
+
"band_total_rel_error": {
|
| 664 |
+
"n": 333,
|
| 665 |
+
"n_dropped": 0,
|
| 666 |
+
"mean": 0.019232433094782033,
|
| 667 |
+
"std": 0.01555242150837912,
|
| 668 |
+
"median": 0.015142066920613963,
|
| 669 |
+
"p10": 0.004634220789503501,
|
| 670 |
+
"p90": 0.03865539049986073,
|
| 671 |
+
"max": 0.1053433615163589,
|
| 672 |
+
"min": 0.0012028982790263615
|
| 673 |
+
},
|
| 674 |
+
"weighted_freq_prd_percent": {
|
| 675 |
+
"n": 333,
|
| 676 |
+
"n_dropped": 0,
|
| 677 |
+
"mean": 2.1267163745476063,
|
| 678 |
+
"std": 1.1537940130117639,
|
| 679 |
+
"median": 1.8665771918081215,
|
| 680 |
+
"p10": 1.014640010499677,
|
| 681 |
+
"p90": 4.028595126502776,
|
| 682 |
+
"max": 6.278611072935796,
|
| 683 |
+
"min": 0.5836019432126249
|
| 684 |
+
},
|
| 685 |
+
"coherence": {
|
| 686 |
+
"n": 333,
|
| 687 |
+
"n_dropped": 0,
|
| 688 |
+
"mean": 1.0,
|
| 689 |
+
"std": 0.0,
|
| 690 |
+
"median": 1.0,
|
| 691 |
+
"p10": 1.0,
|
| 692 |
+
"p90": 1.0,
|
| 693 |
+
"max": 1.0,
|
| 694 |
+
"min": 1.0
|
| 695 |
+
}
|
| 696 |
+
}
|
| 697 |
+
},
|
| 698 |
+
"median": {
|
| 699 |
+
"n": 334,
|
| 700 |
+
"time_domain": {
|
| 701 |
+
"prd_percent": {
|
| 702 |
+
"n": 334,
|
| 703 |
+
"n_dropped": 0,
|
| 704 |
+
"mean": 3.8744154032605365,
|
| 705 |
+
"std": 2.5540896498475427,
|
| 706 |
+
"median": 3.2704982367025037,
|
| 707 |
+
"p10": 1.7476202879200657,
|
| 708 |
+
"p90": 7.289068433721563,
|
| 709 |
+
"max": 16.805563665507577,
|
| 710 |
+
"min": 0.8372726528556411
|
| 711 |
+
},
|
| 712 |
+
"prdn_noise_percent": {
|
| 713 |
+
"n": 334,
|
| 714 |
+
"n_dropped": 0,
|
| 715 |
+
"mean": 0.0,
|
| 716 |
+
"std": 0.0,
|
| 717 |
+
"median": 0.0,
|
| 718 |
+
"p10": 0.0,
|
| 719 |
+
"p90": 0.0,
|
| 720 |
+
"max": 0.0,
|
| 721 |
+
"min": 0.0
|
| 722 |
+
},
|
| 723 |
+
"rmse": {
|
| 724 |
+
"n": 334,
|
| 725 |
+
"n_dropped": 0,
|
| 726 |
+
"mean": 0.03874379958471226,
|
| 727 |
+
"std": 0.02554066329382415,
|
| 728 |
+
"median": 0.03270461053103901,
|
| 729 |
+
"p10": 0.017476055876534044,
|
| 730 |
+
"p90": 0.07289003532063035,
|
| 731 |
+
"max": 0.16805456985385103,
|
| 732 |
+
"min": 0.008372697833019046
|
| 733 |
+
},
|
| 734 |
+
"cosine_similarity": {
|
| 735 |
+
"n": 334,
|
| 736 |
+
"n_dropped": 0,
|
| 737 |
+
"mean": 0.9989261646827537,
|
| 738 |
+
"std": 0.0017820690776030874,
|
| 739 |
+
"median": 0.9994670152664185,
|
| 740 |
+
"p10": 0.9973538815975189,
|
| 741 |
+
"p90": 0.9998475134372711,
|
| 742 |
+
"max": 0.9999649524688721,
|
| 743 |
+
"min": 0.9859107136726379
|
| 744 |
+
}
|
| 745 |
+
},
|
| 746 |
+
"spectral": {
|
| 747 |
+
"band_total_rel_error": {
|
| 748 |
+
"n": 334,
|
| 749 |
+
"n_dropped": 0,
|
| 750 |
+
"mean": 0.01962949599778787,
|
| 751 |
+
"std": 0.014854285699743284,
|
| 752 |
+
"median": 0.01530833392656374,
|
| 753 |
+
"p10": 0.005507309489765383,
|
| 754 |
+
"p90": 0.04142927052048217,
|
| 755 |
+
"max": 0.0942392259009491,
|
| 756 |
+
"min": 0.001146485690793292
|
| 757 |
+
},
|
| 758 |
+
"weighted_freq_prd_percent": {
|
| 759 |
+
"n": 334,
|
| 760 |
+
"n_dropped": 0,
|
| 761 |
+
"mean": 2.6635029310331264,
|
| 762 |
+
"std": 1.6291598390106723,
|
| 763 |
+
"median": 2.2224964679554797,
|
| 764 |
+
"p10": 1.2076056544884082,
|
| 765 |
+
"p90": 4.871740869955328,
|
| 766 |
+
"max": 11.30312328683475,
|
| 767 |
+
"min": 0.5580532976102264
|
| 768 |
+
},
|
| 769 |
+
"coherence": {
|
| 770 |
+
"n": 334,
|
| 771 |
+
"n_dropped": 0,
|
| 772 |
+
"mean": 1.0,
|
| 773 |
+
"std": 1.2149740217561496e-17,
|
| 774 |
+
"median": 1.0,
|
| 775 |
+
"p10": 1.0,
|
| 776 |
+
"p90": 1.0,
|
| 777 |
+
"max": 1.0,
|
| 778 |
+
"min": 0.9999999999999998
|
| 779 |
+
}
|
| 780 |
+
}
|
| 781 |
+
},
|
| 782 |
+
"noisy": {
|
| 783 |
+
"n": 333,
|
| 784 |
+
"time_domain": {
|
| 785 |
+
"prd_percent": {
|
| 786 |
+
"n": 333,
|
| 787 |
+
"n_dropped": 0,
|
| 788 |
+
"mean": 4.675199339155779,
|
| 789 |
+
"std": 4.589238934115222,
|
| 790 |
+
"median": 3.2904495105509044,
|
| 791 |
+
"p10": 1.6219601194226116,
|
| 792 |
+
"p90": 9.230258753496251,
|
| 793 |
+
"max": 35.671991746644096,
|
| 794 |
+
"min": 0.8152801652825812
|
| 795 |
+
},
|
| 796 |
+
"prdn_noise_percent": {
|
| 797 |
+
"n": 333,
|
| 798 |
+
"n_dropped": 0,
|
| 799 |
+
"mean": 0.0,
|
| 800 |
+
"std": 0.0,
|
| 801 |
+
"median": 0.0,
|
| 802 |
+
"p10": 0.0,
|
| 803 |
+
"p90": 0.0,
|
| 804 |
+
"max": 0.0,
|
| 805 |
+
"min": 0.0
|
| 806 |
+
},
|
| 807 |
+
"rmse": {
|
| 808 |
+
"n": 333,
|
| 809 |
+
"n_dropped": 0,
|
| 810 |
+
"mean": 0.04675157031278666,
|
| 811 |
+
"std": 0.045891896557329635,
|
| 812 |
+
"median": 0.03290430584362445,
|
| 813 |
+
"p10": 0.01621947505174277,
|
| 814 |
+
"p90": 0.09230178532334445,
|
| 815 |
+
"max": 0.3567163560396821,
|
| 816 |
+
"min": 0.008152783186980352
|
| 817 |
+
},
|
| 818 |
+
"cosine_similarity": {
|
| 819 |
+
"n": 333,
|
| 820 |
+
"n_dropped": 0,
|
| 821 |
+
"mean": 0.9978594998339633,
|
| 822 |
+
"std": 0.006201095769999017,
|
| 823 |
+
"median": 0.9994598031044006,
|
| 824 |
+
"p10": 0.9957409501075745,
|
| 825 |
+
"p90": 0.9998684287071228,
|
| 826 |
+
"max": 0.9999668002128601,
|
| 827 |
+
"min": 0.9364176988601685
|
| 828 |
+
}
|
| 829 |
+
},
|
| 830 |
+
"spectral": {
|
| 831 |
+
"band_total_rel_error": {
|
| 832 |
+
"n": 333,
|
| 833 |
+
"n_dropped": 0,
|
| 834 |
+
"mean": 0.02263234727694861,
|
| 835 |
+
"std": 0.021800192686236095,
|
| 836 |
+
"median": 0.016444517376322708,
|
| 837 |
+
"p10": 0.005977950747354246,
|
| 838 |
+
"p90": 0.04639383468776052,
|
| 839 |
+
"max": 0.24061172996488198,
|
| 840 |
+
"min": 0.0023283163483819196
|
| 841 |
+
},
|
| 842 |
+
"weighted_freq_prd_percent": {
|
| 843 |
+
"n": 333,
|
| 844 |
+
"n_dropped": 0,
|
| 845 |
+
"mean": 3.2499475335408703,
|
| 846 |
+
"std": 2.8738871111303808,
|
| 847 |
+
"median": 2.407530521721784,
|
| 848 |
+
"p10": 1.1634408848082476,
|
| 849 |
+
"p90": 5.946873052434487,
|
| 850 |
+
"max": 21.84177016812817,
|
| 851 |
+
"min": 0.5691230325707283
|
| 852 |
+
},
|
| 853 |
+
"coherence": {
|
| 854 |
+
"n": 333,
|
| 855 |
+
"n_dropped": 0,
|
| 856 |
+
"mean": 1.0,
|
| 857 |
+
"std": 0.0,
|
| 858 |
+
"median": 1.0,
|
| 859 |
+
"p10": 1.0,
|
| 860 |
+
"p90": 1.0,
|
| 861 |
+
"max": 1.0,
|
| 862 |
+
"min": 1.0
|
| 863 |
+
}
|
| 864 |
+
}
|
| 865 |
+
}
|
| 866 |
+
}
|
| 867 |
+
},
|
| 868 |
+
"context": {
|
| 869 |
+
"noise_power": {
|
| 870 |
+
"n": 1000,
|
| 871 |
+
"n_dropped": 0,
|
| 872 |
+
"mean": 0.2259401602467991,
|
| 873 |
+
"std": 0.4306358609000623,
|
| 874 |
+
"median": 0.08733900095250383,
|
| 875 |
+
"p10": 0.020580006421658425,
|
| 876 |
+
"p90": 0.5107709036037087,
|
| 877 |
+
"max": 4.270555694425935,
|
| 878 |
+
"min": 0.004356308578118169
|
| 879 |
+
},
|
| 880 |
+
"noise_rms": {
|
| 881 |
+
"n": 1000,
|
| 882 |
+
"n_dropped": 0,
|
| 883 |
+
"mean": 0.38253588644594216,
|
| 884 |
+
"std": 0.28214616039885504,
|
| 885 |
+
"median": 0.2955315190608555,
|
| 886 |
+
"p10": 0.14345728777974984,
|
| 887 |
+
"p90": 0.7146815271273129,
|
| 888 |
+
"max": 2.066532287293362,
|
| 889 |
+
"min": 0.06600233767161713
|
| 890 |
+
},
|
| 891 |
+
"qrs_snr_db": {
|
| 892 |
+
"n": 24,
|
| 893 |
+
"n_dropped": 0,
|
| 894 |
+
"mean": 12.742358167394059,
|
| 895 |
+
"std": 5.017646283623076,
|
| 896 |
+
"median": 13.267522105619305,
|
| 897 |
+
"p10": 5.140991695074948,
|
| 898 |
+
"p90": 18.96420766829537,
|
| 899 |
+
"max": 21.594237327775787,
|
| 900 |
+
"min": 2.052900271876336
|
| 901 |
+
}
|
| 902 |
+
},
|
| 903 |
+
"robustness": {
|
| 904 |
+
"n_windows": 500,
|
| 905 |
+
"prd_threshold": 10.0,
|
| 906 |
+
"headline": {
|
| 907 |
+
"empirical_snr": {
|
| 908 |
+
"prd_at_0db": 51.77107238769531,
|
| 909 |
+
"prd_at_-6db": 79.86663818359375,
|
| 910 |
+
"prd_slope_per_db": 3.990253646881387,
|
| 911 |
+
"robust_snr_db_at_prd_threshold": 12.0
|
| 912 |
+
},
|
| 913 |
+
"artifacts": {
|
| 914 |
+
"prd_by_family_mid_severity": {
|
| 915 |
+
"colored": 81.16638946533203,
|
| 916 |
+
"mains": 79.48155975341797,
|
| 917 |
+
"motion": 83.06532287597656,
|
| 918 |
+
"lead_off": 94.9478759765625,
|
| 919 |
+
"weak_leak": 117.25982666015625
|
| 920 |
+
},
|
| 921 |
+
"worst_family": "weak_leak",
|
| 922 |
+
"worst_prd_mid_severity": 117.25982666015625
|
| 923 |
+
},
|
| 924 |
+
"imprint_output_autocorr_max": 0.2469116747379303
|
| 925 |
+
},
|
| 926 |
+
"empirical_snr_curve": [
|
| 927 |
+
{
|
| 928 |
+
"snr_db": 12.0,
|
| 929 |
+
"prd_mean": 14.9020357131958,
|
| 930 |
+
"prd_median": 14.329540252685547
|
| 931 |
+
},
|
| 932 |
+
{
|
| 933 |
+
"snr_db": 8.0,
|
| 934 |
+
"prd_mean": 23.742143630981445,
|
| 935 |
+
"prd_median": 23.128978729248047
|
| 936 |
+
},
|
| 937 |
+
{
|
| 938 |
+
"snr_db": 6.0,
|
| 939 |
+
"prd_mean": 28.603673934936523,
|
| 940 |
+
"prd_median": 27.298553466796875
|
| 941 |
+
},
|
| 942 |
+
{
|
| 943 |
+
"snr_db": 3.0,
|
| 944 |
+
"prd_mean": 39.11989212036133,
|
| 945 |
+
"prd_median": 38.58624267578125
|
| 946 |
+
},
|
| 947 |
+
{
|
| 948 |
+
"snr_db": 0.0,
|
| 949 |
+
"prd_mean": 51.77107238769531,
|
| 950 |
+
"prd_median": 50.85601043701172
|
| 951 |
+
},
|
| 952 |
+
{
|
| 953 |
+
"snr_db": -3.0,
|
| 954 |
+
"prd_mean": 66.01786804199219,
|
| 955 |
+
"prd_median": 65.71646118164062
|
| 956 |
+
},
|
| 957 |
+
{
|
| 958 |
+
"snr_db": -6.0,
|
| 959 |
+
"prd_mean": 79.86663818359375,
|
| 960 |
+
"prd_median": 81.61154174804688
|
| 961 |
+
},
|
| 962 |
+
{
|
| 963 |
+
"snr_db": -9.0,
|
| 964 |
+
"prd_mean": 94.48633575439453,
|
| 965 |
+
"prd_median": 96.40992736816406
|
| 966 |
+
},
|
| 967 |
+
{
|
| 968 |
+
"snr_db": -12.0,
|
| 969 |
+
"prd_mean": 106.05288696289062,
|
| 970 |
+
"prd_median": 108.72895812988281
|
| 971 |
+
}
|
| 972 |
+
],
|
| 973 |
+
"reference": {
|
| 974 |
+
"clean": 1.8647409677505493,
|
| 975 |
+
"native": 38.31148147583008
|
| 976 |
+
},
|
| 977 |
+
"artifacts": {
|
| 978 |
+
"colored": [
|
| 979 |
+
{
|
| 980 |
+
"severity": 0.25,
|
| 981 |
+
"prd_mean": 61.597740173339844
|
| 982 |
+
},
|
| 983 |
+
{
|
| 984 |
+
"severity": 0.5,
|
| 985 |
+
"prd_mean": 81.16638946533203
|
| 986 |
+
},
|
| 987 |
+
{
|
| 988 |
+
"severity": 0.75,
|
| 989 |
+
"prd_mean": 100.41177368164062
|
| 990 |
+
}
|
| 991 |
+
],
|
| 992 |
+
"mains": [
|
| 993 |
+
{
|
| 994 |
+
"severity": 0.25,
|
| 995 |
+
"prd_mean": 62.40423583984375
|
| 996 |
+
},
|
| 997 |
+
{
|
| 998 |
+
"severity": 0.5,
|
| 999 |
+
"prd_mean": 79.48155975341797
|
| 1000 |
+
},
|
| 1001 |
+
{
|
| 1002 |
+
"severity": 0.75,
|
| 1003 |
+
"prd_mean": 98.35430908203125
|
| 1004 |
+
}
|
| 1005 |
+
],
|
| 1006 |
+
"motion": [
|
| 1007 |
+
{
|
| 1008 |
+
"severity": 0.25,
|
| 1009 |
+
"prd_mean": 64.58673858642578
|
| 1010 |
+
},
|
| 1011 |
+
{
|
| 1012 |
+
"severity": 0.5,
|
| 1013 |
+
"prd_mean": 83.06532287597656
|
| 1014 |
+
},
|
| 1015 |
+
{
|
| 1016 |
+
"severity": 0.75,
|
| 1017 |
+
"prd_mean": 102.24476623535156
|
| 1018 |
+
}
|
| 1019 |
+
],
|
| 1020 |
+
"lead_off": [
|
| 1021 |
+
{
|
| 1022 |
+
"severity": 0.25,
|
| 1023 |
+
"prd_mean": 71.43106079101562
|
| 1024 |
+
},
|
| 1025 |
+
{
|
| 1026 |
+
"severity": 0.5,
|
| 1027 |
+
"prd_mean": 94.9478759765625
|
| 1028 |
+
},
|
| 1029 |
+
{
|
| 1030 |
+
"severity": 0.75,
|
| 1031 |
+
"prd_mean": 122.9718017578125
|
| 1032 |
+
}
|
| 1033 |
+
],
|
| 1034 |
+
"weak_leak": [
|
| 1035 |
+
{
|
| 1036 |
+
"severity": 0.25,
|
| 1037 |
+
"prd_mean": 95.4238052368164
|
| 1038 |
+
},
|
| 1039 |
+
{
|
| 1040 |
+
"severity": 0.5,
|
| 1041 |
+
"prd_mean": 117.25982666015625
|
| 1042 |
+
},
|
| 1043 |
+
{
|
| 1044 |
+
"severity": 0.75,
|
| 1045 |
+
"prd_mean": 131.9951934814453
|
| 1046 |
+
}
|
| 1047 |
+
]
|
| 1048 |
+
},
|
| 1049 |
+
"imprint": {
|
| 1050 |
+
"pure_noise": {
|
| 1051 |
+
"input_autocorr_mean": 0.24699077010154724,
|
| 1052 |
+
"output_autocorr_mean": 0.2469116747379303,
|
| 1053 |
+
"residual_rms": 1.0
|
| 1054 |
+
}
|
| 1055 |
+
}
|
| 1056 |
+
}
|
| 1057 |
+
}
|
reference_vectors.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f76f07055e9e022ee8de6d8b7f60751fd7a1f770d5a79a874184c71d471820fe
|
| 3 |
+
size 31175
|
sample_stimulus.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c266d1e5539601457ca51ada46e9edb2e99bb6f148cf37be658dcb1670f94dc0
|
| 3 |
+
size 14744
|
scorecard.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_prd_percent": 3.884,
|
| 3 |
+
"median_prd_percent": 3.0432,
|
| 4 |
+
"p95_prd_percent": 9.2236,
|
| 5 |
+
"mean_snr_db": 30.073,
|
| 6 |
+
"median_snr_db": 30.333,
|
| 7 |
+
"actual_cr": 7.999,
|
| 8 |
+
"bitrate_bps": 512.07,
|
| 9 |
+
"n_frames": 1000
|
| 10 |
+
}
|
spiht_app_config.h
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
/*
|
| 2 |
+
* SPIHT codec deploy configuration for ECG @ 8x.
|
| 3 |
+
*
|
| 4 |
+
* Generated by compressionkit.export.spiht_deploy.export_spiht_deploy().
|
| 5 |
+
* Operating-point macros only — pair this with the SPIHT C algorithm
|
| 6 |
+
* sources shipped from a separate C-module repository.
|
| 7 |
+
*/
|
| 8 |
+
#ifndef COMPRESSIONKIT_SPIHT_APP_CONFIG_H
|
| 9 |
+
#define COMPRESSIONKIT_SPIHT_APP_CONFIG_H
|
| 10 |
+
|
| 11 |
+
#define APP_SPIHT_FRAME_SIZE 512
|
| 12 |
+
#define APP_SPIHT_LEVELS 6
|
| 13 |
+
#define APP_SPIHT_MAX_BITS 1024
|
| 14 |
+
#define APP_SPIHT_MAX_BYTES 128
|
| 15 |
+
#define APP_SPIHT_USE_AC 1
|
| 16 |
+
#define APP_SPIHT_WAVELET_NAME "bior4.4"
|
| 17 |
+
#define APP_SPIHT_MODALITY "ecg"
|
| 18 |
+
|
| 19 |
+
#endif /* COMPRESSIONKIT_SPIHT_APP_CONFIG_H */
|
spiht_config.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"modality": "ecg",
|
| 3 |
+
"sample_rate": 256,
|
| 4 |
+
"frame_size": 512,
|
| 5 |
+
"target_cr": 8.0,
|
| 6 |
+
"wavelet": "bior4.4",
|
| 7 |
+
"levels": 6,
|
| 8 |
+
"use_ac": true,
|
| 9 |
+
"bits_per_sample": 16,
|
| 10 |
+
"max_bits": 1024
|
| 11 |
+
}
|