Model Zoo
A number of pre-trained models are available for download to use in your own project. These models are trained on the datasets listed below and are available in TensorFlow flatbuffer formats.
Sleep Detect
The following table provides the latest performance and accuracy results for sleep detection models.
| NAME | LOCATION | # CLASSES | MODEL | PARAMS | FLOPS | ACCURACY | AP |
|---|---|---|---|---|---|---|---|
| SD-2-TCN-SM | Wrist | 2 | TCN | 9K | 1.5M/hr | 95.9% | 94.5% |
Sleep Stage
The following table provides the latest performance and accuracy results for sleep staging models.
| NAME | LOCATION | # CLASSES | MODEL | PARAMS | FLOPS | ACCURACY | AP |
|---|---|---|---|---|---|---|---|
| SS-2-TCN-SM | Wrist | 2 | TCN | 10K | 1.7M/hr | 88.9% | 96.0% |
| SS-3-TCN-SM | Wrist | 3 | TCN | 11K | 1.9M/hr | 84.4% | 91.8% |
| SS-4-TCN-SM | Wrist | 4 | TCN | 26K | 4.2M/hr | 75.5% | 81.6% |
| SS-5-TCN-SM | Wrist | 5 | TCN | 28K | 4.6M/hr | 68.4% | 74.1% |
Sleep Apnea
The following table provides the latest performance and accuracy results for sleep apnea detection models.
| NAME | LOCATION | # CLASSES | MODEL | PARAMS | FLOPS | ACCURACY | F1 |
|---|---|---|---|---|---|---|---|
| SA-2-TCN-SM | Wrist | 2 | TCN | 5K | 20M/hr | 91.0% | 91.0% |