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Hearing Heartbeat in Audio and Video: A Deep Learning Project

54 点作者 CaHoop超过 9 年前

6 条评论

brandonb超过 9 年前
What a cool project! I&#x27;m working with UCSF cardiology on various projects involving Apple Watch&#x27;s heart rate sensor, and here are a few applications you might consider for your technology:<p><pre><code> 1. Atrial fibrillation (you mentioned arrhythmias—this is probably the highest-impact heart arrhythmia since it causes about a quarter of strokes and is frequently undiagnosed) 2. Sleep apnea (if you can also measure oxygen saturation) 3. Heart rate variability for stress reduction or mindfulness. 4. Tracking tachycardias from Adderall usage. 5. Heart failure exacerbations (probably if paired with a scale) 6. (Perhaps) other arrhythmias like supraventricular tachycardia or atrial flutter. 7. Irritable bowel syndrome. Believe it or not, IBS is connected to heart rate variability via the action of the vagus nerve. </code></pre> There are also all sorts of non-medical, but fun, applications you could pursue. For example, rating which scenes in Game of Thrones get your heart pumping the most: <a href="http:&#x2F;&#x2F;blogs.wsj.com&#x2F;digits&#x2F;2015&#x2F;08&#x2F;13&#x2F;what-game-of-thrones-does-to-your-heart-rate&#x2F;" rel="nofollow">http:&#x2F;&#x2F;blogs.wsj.com&#x2F;digits&#x2F;2015&#x2F;08&#x2F;13&#x2F;what-game-of-thrones-...</a>
kajecounterhack超过 9 年前
The idea is from Eulerian video magnification<p><a href="http:&#x2F;&#x2F;people.csail.mit.edu&#x2F;mrub&#x2F;vidmag" rel="nofollow">http:&#x2F;&#x2F;people.csail.mit.edu&#x2F;mrub&#x2F;vidmag</a>
jimmyswimmy超过 9 年前
I&#x27;m not very up on CNN&#x2F;RNN models yet, beyond the basics, but I do a fair amount of signals analysis. Is your truth data in git? I&#x27;d love to work with it. Second, did you try whitening the [audio] data prior to training your network? That might help with exposing some more salient features of your signal. Pretty neat work.
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Animats超过 9 年前
That&#x27;s nice. It doesn&#x27;t work well enough to be useful yet, but has promise. If this can be made to work, it will be a feature in video chat apps.
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tuyguntn超过 9 年前
What is the accuracy of detecting?
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cyogee超过 9 年前
Just curious on why your username is shown in green on HN homepage?
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