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Datasets:
Alaaharoun
/
QualityVision-Locomotion-Pose-Dataset-Walking-Jogging-Running

Modalities:
Tabular
Text
Formats:
json
Languages:
English
Size:
< 1K
Tags:
pose-estimation
2d-pose
3d-pose
mediapipe
motion-dataset
locomotion
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
Alaaharoun commited on
Commit
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1 Parent(s): 24d908a

Add compact locomotion sample (walking+jogging+running) with viewer-safe metadata layout

Browse files
Files changed (6) hide show
  1. README.md +81 -0
  2. data.jsonl +0 -0
  3. metadata/export_quality_report.json +39 -0
  4. metadata/features.json +0 -0
  5. metadata/global_stats.json +1972 -0
  6. metadata/manifest.json +230 -0
README.md CHANGED
@@ -1,3 +1,84 @@
1
  ---
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  license: cc-by-nc-4.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
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  license: cc-by-nc-4.0
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+ language:
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+ - en
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+ tags:
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+ - pose-estimation
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+ - 2d-pose
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+ - 3d-pose
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+ - mediapipe
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+ - motion-dataset
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+ - locomotion
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+ - walking
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+ - jogging
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+ - running
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+ - sports-science
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+ pretty_name: QualityVision Locomotion Pose Dataset (Sample)
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+ size_categories:
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+ - n<1K
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: "data.jsonl"
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  ---
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+
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+ # QualityVision Locomotion Pose Dataset (Walking + Jogging + Running) — Sample
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+
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+ This is a **compact, viewer-friendly sample** extracted from a much larger HQ locomotion export generated by the **QualityVision Motion Dataset Engine**.
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+
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+ **Looking for the full commercial export or custom delivery?** See **pricing & ready-made bundles** on **[qvision.space/dataset-pricing](https://qvision.space/dataset-pricing)**.
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+
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+ ## What’s inside
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+
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+ - `data.jsonl`: **one JSON object per line** (one frame per row) with **33 MediaPipe/BlazePose landmarks** (`x,y,z,visibility`).
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+ - `metadata/manifest.json`: job metadata (fps, stride, post-processing flags).
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+ - `metadata/global_stats.json`: dataset-level rollups.
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+ - `metadata/export_quality_report.json`: QA thresholds + acceptance rates.
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+ - `metadata/features.json`: sequence-level metrics (per-video aggregates).
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+
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+ **Note:** Auxiliary JSON files are kept under `metadata/` so the Hub viewer builds previews only from `data.jsonl`.
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+
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+ ## Sample vs full commercial exports
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+
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+ | | This Hub sample | Full exports (paid) |
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+ |---|---|---|
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+ | Scale | Small subset for evaluation | Large HQ exports (e.g. 25k+ frames, multi-video bundles) |
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+ | Use | Validate schema, parsing, model prototyping | Production datasets + optional custom scopes |
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+ | Delivery | Files on the Hub | Secure download link / delivery within 24–72h |
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+ | License | CC BY-NC 4.0 | Commercial license provided in writing |
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+
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+ ## Data format (high level)
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+
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+ Each row contains:
54
+
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+ - `timestamp_ms`: timestamp of the frame in milliseconds
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+ - `original_filename`: source clip name (raw videos are not shipped here)
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+ - `keypoints`: dict of 33 landmarks (name → `{x,y,z,visibility}`)
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+
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+ Coordinates:
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+
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+ - `x,y` are normalized image coordinates in \([0..1]\)
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+ - `z` is a relative depth coordinate from the pose model
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+
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+ ## Quick usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset(
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+ "Alaaharoun/QualityVision-Locomotion-Pose-Dataset-Walking-Jogging-Running",
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+ data_files="data.jsonl",
72
+ split="train",
73
+ )
74
+ print(ds[0].keys())
75
+ ```
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+
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+ ## Free technical references
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+
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+ - GitHub samples repository: `https://github.com/Alaaharoun/QualityVision-Motion-Dataset-Samples`
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+
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+ ## Contact
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+
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+ Commercial licensing and custom datasets: `info@qvision.space`
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+
data.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
metadata/export_quality_report.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "job_id": "bulk_190_videos_4e1065b2",
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+ "hq_export": true,
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+ "config_warnings": [],
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+ "thresholds": {
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+ "min_frame_quality_score": 0.38,
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+ "min_avg_landmark_visibility": 0.55,
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+ "min_lower_body_visibility": 0.4,
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+ "min_motion_local": null
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+ },
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+ "filter_report": {
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+ "enabled": true,
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+ "thresholds": {
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+ "min_frame_quality_score": 0.38,
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+ "min_avg_landmark_visibility": 0.55,
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+ "min_lower_body_visibility": 0.4,
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+ "min_motion_local": null
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+ },
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+ "frames_total": 26755,
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+ "frames_accepted_pre_augmentation": 14897,
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+ "frames_exported_including_augmentations": 44691,
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+ "frames_rejected": 11858,
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+ "accepted_percentage": 55.68,
24
+ "acceptance_rate_note": "accepted_percentage = frames_accepted_pre_augmentation / frames_total (sampled). frames_exported_including_augmentations includes augmentation duplicates.",
25
+ "quality_score_formula": "Per frame: frame_quality_score = 0.5 * avg_landmark_visibility + 0.0 * lower_body_visibility + 0.5 * motion_local.",
26
+ "mean_metrics_accepted_frames": {
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+ "mean_frame_quality_score": 0.8571,
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+ "mean_avg_landmark_visibility": 0.8061,
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+ "mean_lower_body_visibility": 0.7779,
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+ "mean_motion_local": 0.908
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+ },
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+ "quality_score_mean_filtered": 0.8571,
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+ "mean_avg_landmark_visibility_filtered": 0.8061
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+ },
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+ "documentation": {
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+ "sequence_quality_score": "Sequence quality_score uses motion_consistency from hip displacement series.",
37
+ "per_frame_scores": "Per frame: frame_quality_score = 0.5 * avg_landmark_visibility + 0.0 * lower_body_visibility + 0.5 * motion_local."
38
+ }
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+ }
metadata/features.json ADDED
The diff for this file is too large to render. See raw diff
 
metadata/global_stats.json ADDED
@@ -0,0 +1,1972 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ }
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+ "combined_layout": "dataset/bulk_combined_manifest.json",
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+ "runtime_config": "dataset/runtime_config.json"
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+ "frames_exported_including_augmentations": 44691,
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+ "accepted_percentage": 55.68,
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+ "acceptance_rate_note": "accepted_percentage = frames_accepted_pre_augmentation / frames_total (sampled). frames_exported_including_augmentations includes augmentation duplicates.",
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+ "quality_score_formula": "Per frame: frame_quality_score = 0.5 * avg_landmark_visibility + 0.0 * lower_body_visibility + 0.5 * motion_local.",
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+ "mean_metrics_accepted_frames": {
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+ },
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+ "mean_avg_landmark_visibility_filtered": 0.8061,
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+ "sequence_quality_score_formula": "Sequence quality_score uses motion_consistency from hip displacement series.",
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+ "per_frame_quality_formula": "Per frame: frame_quality_score = 0.5 * avg_landmark_visibility + 0.0 * lower_body_visibility + 0.5 * motion_local."
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+ },
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+ "keypoint_post_processing": {
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+ "gaussian_smoothing": {
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+ "config": "hq.gaussian_smooth / hq.temporal_smoothing, gaussian_window, or MDE_GAUSSIAN_SMOOTH"
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+ },
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+ "body_normalization": {
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+ "method": "hip_center_torso_scale"
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+ }
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+ },
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+ "runtime_config": "dataset/runtime_config.json"
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+ }
metadata/manifest.json ADDED
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+ {
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+ "z"
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+ ],
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+ },
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+ "method": "hip_center_torso_scale"
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+ }
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+ "keypoint_noise"
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+ "runtime_config": "runtime_config.json",
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+ "license": "proprietary_or_user_provided",
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+ "consent": true,
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+ "notes": "Generated by Quality Vision Motion Dataset Engine (layer11_pose, MediaPipe bulk). Combined HQ frames: dataset/data.jsonl; per-source split: dataset/per_video/video_*.jsonl; index: dataset/bulk_combined_manifest.json; global_stats.json aggregates per-video metrics plus totals.",
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+ "dataset_format": "pose_estimation_sequence_dataset",
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+ "export_manifest_version": "1.1",
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+ "bulk_export": true,
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