fall classifier weights + ADR-015 metadata (gcn/lstm/transformer/svm/random-forest + pretrained)
Browse files- gcn/metadata.json +25 -0
- gcn/model.pt +3 -0
- lstm/metadata.json +25 -0
- lstm/model.pt +3 -0
- pretrained/melihuzunoglu_yolo11/best.pt +3 -0
- pretrained/melihuzunoglu_yolo11/metadata.json +15 -0
- pretrained/syed_yolo11_le2i/best.pt +3 -0
- pretrained/syed_yolo11_le2i/metadata.json +15 -0
- pretrained/tomotsugu_yolov8/best.pt +3 -0
- pretrained/tomotsugu_yolov8/metadata.json +15 -0
- random-forest/metadata.json +22 -0
- random-forest/model.pkl +3 -0
- svm/metadata.json +22 -0
- svm/model.pkl +3 -0
- transformer/metadata.json +25 -0
- transformer/model.pt +3 -0
gcn/metadata.json
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{
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"model_type": "gcn",
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"framework": "pytorch",
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"window": 30,
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"stride": 5,
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"input_shape": [
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30,
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51
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],
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"feature_dim": null,
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"seed": 42,
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"classes": [
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0,
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1
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],
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"operating_threshold": 0.026160674169659615,
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"name": "fall-detector",
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"version": "poc",
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"dataset": "le2i",
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"outputs": [
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"fall_prob"
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],
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"source": "trained",
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"reacquire": "cd ml && uv run python -m training.train"
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}
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gcn/model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:bc91bf4da4f54aef5e008c33b45fe95c2fd54f1bf8cdf8fd368a29bfb1c927b1
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size 325983
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lstm/metadata.json
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{
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"model_type": "lstm",
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"framework": "pytorch",
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"window": 30,
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"stride": 5,
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"input_shape": [
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30,
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51
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],
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"feature_dim": null,
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"seed": 42,
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"classes": [
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0,
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1
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],
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"operating_threshold": 0.0007872396381571889,
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"name": "fall-detector",
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| 18 |
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"version": "poc",
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"dataset": "le2i",
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"outputs": [
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| 21 |
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"fall_prob"
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| 22 |
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],
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| 23 |
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"source": "trained",
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| 24 |
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"reacquire": "cd ml && uv run python -m training.train"
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}
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lstm/model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:889075695884742475b9713e3b86ba67085bb96979b64c51756ea3fd715ab57a
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size 903525
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pretrained/melihuzunoglu_yolo11/best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f56ad30358d5c63bf8dbc0c1299cf68818c3d291dfb10c94107b94110aadd4c
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size 5472282
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pretrained/melihuzunoglu_yolo11/metadata.json
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{
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"model_id": "melihuzunoglu-human-fall-detection",
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"display_name": "melihuzunoglu/human-fall-detection",
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"source_url": "https://huggingface.co/melihuzunoglu/human-fall-detection",
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"weight_url": "https://huggingface.co/melihuzunoglu/human-fall-detection/resolve/main/best.pt",
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"weight_path": "/Users/beomsu/Documents/01_Project/eldercare-fall-ai/ml/models/fall/pretrained/melihuzunoglu_yolo11/best.pt",
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"fall_labels": [
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"fallen",
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"fall",
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"lying"
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],
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"license_note": "Review upstream model license before product use.",
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| 13 |
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"source": "third-party",
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| 14 |
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"reacquire": "https://huggingface.co/melihuzunoglu/human-fall-detection/resolve/main/best.pt"
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}
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pretrained/syed_yolo11_le2i/best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:c4d360ab58b942ef2c78d46e8cf734bfe5ff15210e1b90634ca1474e7ae3a6f4
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size 16077268
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pretrained/syed_yolo11_le2i/metadata.json
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{
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"model_id": "syed-yolo-fall-detection",
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"display_name": "SyedBurhanAhmed/Real-Time-Fall-Detection-using-YOLO",
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| 4 |
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"source_url": "https://github.com/SyedBurhanAhmed/Real-Time-Fall-Detection-using-YOLO",
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"weight_url": "https://raw.githubusercontent.com/SyedBurhanAhmed/Real-Time-Fall-Detection-using-YOLO/main/Model/weights/best.pt",
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"weight_path": "/Users/beomsu/Documents/01_Project/eldercare-fall-ai/ml/models/fall/pretrained/syed_yolo11_le2i/best.pt",
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"fall_labels": [
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"fall",
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"fallen",
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"lying"
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],
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| 12 |
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"license_note": "Review upstream model license before product use.",
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"source": "third-party",
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"reacquire": "https://raw.githubusercontent.com/SyedBurhanAhmed/Real-Time-Fall-Detection-using-YOLO/main/Model/weights/best.pt"
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}
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pretrained/tomotsugu_yolov8/best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:5f6f620d0fa574ed80d8348bb8d46060148eb0ba24e3eea00d31a30cdadba41d
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size 22502634
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pretrained/tomotsugu_yolov8/metadata.json
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{
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"model_id": "tomotsugu-human-fall-detection",
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"display_name": "Tomotsugu-dev/Human-Fall-Detection",
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"source_url": "https://github.com/Tomotsugu-dev/Human-Fall-Detection",
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"weight_url": "https://raw.githubusercontent.com/Tomotsugu-dev/Human-Fall-Detection/main/models/yolo_fall/best.pt",
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| 6 |
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"weight_path": "/Users/beomsu/Documents/01_Project/eldercare-fall-ai/ml/models/fall/pretrained/tomotsugu_yolov8/best.pt",
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"fall_labels": [
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"fall",
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"fallen",
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| 10 |
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"lying"
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| 11 |
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],
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| 12 |
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"license_note": "Review upstream model license before product use.",
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| 13 |
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"source": "third-party",
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| 14 |
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"reacquire": "https://raw.githubusercontent.com/Tomotsugu-dev/Human-Fall-Detection/main/models/yolo_fall/best.pt"
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}
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random-forest/metadata.json
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{
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"model_type": "random-forest",
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"framework": "sklearn",
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"window": 30,
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| 5 |
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"stride": 5,
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| 6 |
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"input_shape": null,
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| 7 |
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"feature_dim": 45,
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"seed": 42,
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"classes": [
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0,
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1
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],
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"operating_threshold": 0.09,
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| 14 |
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"name": "fall-detector",
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| 15 |
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"version": "poc",
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| 16 |
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"dataset": "le2i",
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"outputs": [
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| 18 |
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"fall_prob"
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| 19 |
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],
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| 20 |
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"source": "trained",
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| 21 |
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"reacquire": "cd ml && uv run python -m training.train"
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| 22 |
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}
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random-forest/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:227bbb04aab430cc766bb2778e5433920b2fe5ec3c881229788e29cf79f5857a
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size 4168729
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svm/metadata.json
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{
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"model_type": "svm",
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"framework": "sklearn",
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"window": 30,
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| 5 |
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"stride": 5,
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"input_shape": null,
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| 7 |
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"feature_dim": 45,
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"seed": 42,
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"classes": [
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0,
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1
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],
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"operating_threshold": 0.04701814649239117,
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| 14 |
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"name": "fall-detector",
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| 15 |
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"version": "poc",
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| 16 |
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"dataset": "le2i",
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| 17 |
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"outputs": [
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| 18 |
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"fall_prob"
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| 19 |
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],
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| 20 |
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"source": "trained",
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| 21 |
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"reacquire": "cd ml && uv run python -m training.train"
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}
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svm/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:bfa5671dc5cf8eb9bfaa36dbadb3c30301a819aa918e2a5c409687580ecf72eb
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size 497611
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transformer/metadata.json
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{
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"model_type": "transformer",
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"framework": "pytorch",
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"window": 30,
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"stride": 5,
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"input_shape": [
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30,
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51
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],
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"feature_dim": null,
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| 11 |
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"seed": 42,
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| 12 |
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"classes": [
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| 13 |
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0,
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| 14 |
+
1
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],
|
| 16 |
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"operating_threshold": 0.0023448013234883547,
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| 17 |
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"name": "fall-detector",
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| 18 |
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"version": "poc",
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| 19 |
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"dataset": "le2i",
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| 20 |
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"outputs": [
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| 21 |
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"fall_prob"
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| 22 |
+
],
|
| 23 |
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"source": "trained",
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| 24 |
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"reacquire": "cd ml && uv run python -m training.train"
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| 25 |
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}
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transformer/model.pt
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:de24a9a976fae9b96fef102e34b83247123a1fedabaf37884da8a2130a266755
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| 3 |
+
size 5341002
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