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Show HN: Open source Deep Learning Background removal service

10 pointsby burgalonover 7 years ago
Me and my colleague have been working on a small POC for Background removal. We used semantic segmentation trained on selfies, and documented the process of training and deploying a Keras model with Docker, Heroku and a Gitlab CI in 3 posts:<p><a href="https:&#x2F;&#x2F;greenscreen-ai.boorgle.com" rel="nofollow">https:&#x2F;&#x2F;greenscreen-ai.boorgle.com</a> Server side implementation <a href="https:&#x2F;&#x2F;greenscreen-ai-client.boorgle.com" rel="nofollow">https:&#x2F;&#x2F;greenscreen-ai-client.boorgle.com</a> Client side implementation using KerasJS<p>Training post <a href="https:&#x2F;&#x2F;medium.com&#x2F;@gidishperber&#x2F;background-removal-with-deep-learning-c4f2104b3157" rel="nofollow">https:&#x2F;&#x2F;medium.com&#x2F;@gidishperber&#x2F;background-removal-with-dee...</a><p>Deploying Keras model to Heroku with Gitlab CI <a href="https:&#x2F;&#x2F;medium.com&#x2F;@burgalon&#x2F;deploying-your-keras-model-35648f9dc5fb" rel="nofollow">https:&#x2F;&#x2F;medium.com&#x2F;@burgalon&#x2F;deploying-your-keras-model-3564...</a><p>KerasJS client side post <a href="https:&#x2F;&#x2F;medium.com&#x2F;@burgalon&#x2F;deploying-your-keras-model-using-keras-js-2e5a29589ad8" rel="nofollow">https:&#x2F;&#x2F;medium.com&#x2F;@burgalon&#x2F;deploying-your-keras-model-usin...</a><p>Server side source code <a href="https:&#x2F;&#x2F;gitlab.com&#x2F;fast-science&#x2F;background-removal-server" rel="nofollow">https:&#x2F;&#x2F;gitlab.com&#x2F;fast-science&#x2F;background-removal-server</a><p>Client side post <a href="https:&#x2F;&#x2F;gitlab.com&#x2F;fast-science&#x2F;background-removal-vue" rel="nofollow">https:&#x2F;&#x2F;gitlab.com&#x2F;fast-science&#x2F;background-removal-vue</a>

3 comments

ldenoueover 7 years ago
When I tried the client side version on the same image, it wasn&#x27;t good compared to the server side. Are you using a different model on the client?
评论 #15151563 未加载
isharkoover 7 years ago
This is really cool! Thanks for sharing.
inmeanover 7 years ago
very nice concept, too bad the greenscreen-ai-client a bit slow
评论 #15151570 未加载