Vital signs monitoring in real time from video: Project of 3+ years - made an iPhone app, Python package an API and wrote a paper

I've been working solo on vital signs monitoring from video for 3+ years.

* Built a data acquisition setup to record synchronized video + physiological signals
* Collected a dataset
* Trained a neural net with EfficientNetV2 backbone to estimate vital signs (for now: pulse and respiration) from video
* [Benchmarked the neural net on another (larger) dataset and wrote up a paper about the results](https://arxiv.org/pdf/2312.06892)
* [Built an iOS app which runs the neural net in real-time](https://apps.apple.com/us/app/vitallens/id6472757649)
* Built …

acquisition api app computervision data dataset iphone monitoring neural net package paper project python python package record setup video vital