Update dataset card with 8 datasets
Browse files
README.md
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@@ -19,7 +19,7 @@ trained on MASS SS3 via [PhysioEx](https://github.com/guidogagl/physioex).
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Each subject directory contains:
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- `embeddings.npy` — `(n_epochs, 120)` per-epoch embeddings (bfloat16)
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- `labels.npy` — `(n_epochs,)` AASM sleep stage labels
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**Note:** Chambon2018 is a per-epoch CNN encoder (no inter-epoch context).
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Embeddings are extracted directly without sliding-window voting.
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@@ -28,7 +28,6 @@ Embeddings are extracted directly without sliding-window voting.
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```python
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from physioex.models import load_embeddings
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path = load_embeddings("chambon2018", "hmc", verbose=True)
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```
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| Dataset | Subjects | ACC | MF1 | κ | F1-W | F1-N1 | F1-N2 | F1-N3 | F1-REM |
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| mass_ss05 | 26 | **0.8146** | 0.6653 | **0.7284** | 0.74 | 0.08 | 0.88 | 0.83 | 0.80 |
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| mass_ss02 | 19 | 0.7902 | 0.6397 | 0.6919 | 0.74 | 0.05 | 0.86 | 0.79 | 0.75 |
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| mass_ss03 | 62 | 0.7869 |
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| mass_ss04 | 40 | 0.7777 | 0.6353 | 0.6785 | 0.73 | 0.06 | 0.87 | 0.78 | 0.75 |
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| mass_ss01 | 53 | 0.7134 | 0.5899 | 0.5882 | 0.81 | 0.23 | 0.82 | 0.48 | 0.61 |
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| sleepedf | 153 | 0.6001 | 0.4502 | 0.4198 | 0.65 | 0.00 | 0.72 | 0.52 | 0.36 |
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| hmc | 151 | 0.5980 | 0.5099 | 0.4581 | 0.66 | 0.03 | 0.65 | 0.67 | 0.54 |
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@@ -60,6 +60,7 @@ path = load_embeddings("chambon2018", "hmc", verbose=True)
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| Sleep-EDF | PhysioNet | https://physionet.org/content/sleep-edfx/1.0.0/ |
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| HMC | PhysioNet | https://physionet.org/content/hmc-sleep-staging/1.1/ |
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| MASS | CEAMS | http://ceams-carsm.ca/mass/ |
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## Citations
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Each subject directory contains:
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- `embeddings.npy` — `(n_epochs, 120)` per-epoch embeddings (bfloat16)
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- `labels.npy` — `(n_epochs,)` AASM sleep stage labels
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**Note:** Chambon2018 is a per-epoch CNN encoder (no inter-epoch context).
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Embeddings are extracted directly without sliding-window voting.
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```python
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from physioex.models import load_embeddings
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path = load_embeddings("chambon2018", "hmc", verbose=True)
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```
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| Dataset | Subjects | ACC | MF1 | κ | F1-W | F1-N1 | F1-N2 | F1-N3 | F1-REM |
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|---|---|---|---|---|---|---|---|---|---|
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| mass_ss05 | 26 | **0.8146** | **0.6653** | **0.7284** | 0.74 | 0.08 | 0.88 | 0.83 | 0.80 |
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| mass_ss02 | 19 | 0.7902 | 0.6397 | 0.6919 | 0.74 | 0.05 | 0.86 | 0.79 | 0.75 |
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| mass_ss03 | 62 | 0.7869 | 0.6638 | 0.6806 | 0.79 | 0.15 | 0.87 | 0.75 | 0.76 |
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| mass_ss04 | 40 | 0.7777 | 0.6353 | 0.6785 | 0.73 | 0.06 | 0.87 | 0.78 | 0.75 |
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| dcsm | 255 | 0.7218 | 0.5239 | 0.5706 | 0.82 | 0.00 | 0.74 | 0.72 | 0.34 |
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| mass_ss01 | 53 | 0.7134 | 0.5899 | 0.5882 | 0.81 | 0.23 | 0.82 | 0.48 | 0.61 |
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| sleepedf | 153 | 0.6001 | 0.4502 | 0.4198 | 0.65 | 0.00 | 0.72 | 0.52 | 0.36 |
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| hmc | 151 | 0.5980 | 0.5099 | 0.4581 | 0.66 | 0.03 | 0.65 | 0.67 | 0.54 |
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| Sleep-EDF | PhysioNet | https://physionet.org/content/sleep-edfx/1.0.0/ |
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| HMC | PhysioNet | https://physionet.org/content/hmc-sleep-staging/1.1/ |
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| DCSM | ERDA/KU | https://erda.ku.dk/public/archives/db553715ecbe1f3ac66c1dc569826eef/published-archive.html |
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| MASS | CEAMS | http://ceams-carsm.ca/mass/ |
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## Citations
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