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| Checkpoint | Task | Dataset |
|---|---|---|
text2ecg.pt | Text-to-ECG | MIMIC-IV ECG |
bp_translation.pt | PPG and NIBP to invasive BP | VitalDB |
1from huggingface_hub import hf_hub_download
2
3ckpt_path = hf_hub_download(
4 repo_id="yang-ai-lab/SensorGen",
5 filename="text2ecg.pt",
6)hf download yang-ai-lab/SensorGen --local-dir ./ckpts| Task | Target x | C × T | c_1 (sparse) | c_2 (dense) |
|---|---|---|---|---|
| Text-to-ECG | 12-lead ECG, 10 s @ 100 Hz | 12 × 1,000 | Free-text ECG report (CLIP-encoded) | — |
| PPG → invasive BP | Arterial blood pressure, 30 s @ 50 Hz | 1 × 1,500 | 6-D non-invasive BP statistics | PPG waveform, 1 × 1,500 |
1@article{shuai2026sensorgen,
2 title={Signal or Noise? Understanding Generative Models for Real-World Sensor Time Series},
3 author={Shuai, Zitao and Xu, Zongzhe and Wu, Yuntian and Li, Sirui and Li, Tianhong and Yang, Yuzhe},
4 journal={arXiv preprint arXiv:2607.04245},
5 year={2026}
6}