This week was a lot of debugging and time spent in the ECE lab. I spend about 12 hours on Thursday in the lab trying to fix package compatibility issues and trying to download the right OpenCV\/Tensorflow packages.\u00a0 I was trying to use these OpenCV trained models for the mask detection algorithm which was running fine on the computer which I was testing it on, but it seems to be slowing the Jetson Nano considerably down to really low FPS, to the point where its unusable. I dug deeper and found that the package I’m using, DNN, doesn’t take advantage of the GPU and only uses the CPU, which takes a very long time since we are not utilizing CUDA. I restarted my algorithm and got a very basic iteration working, but its very low accuracy since the classifiers aren’t as strong. I will look into it more this week.<\/p>\n
I am slightly behind schedule but as mentioned, I will be working on it a lot more. I aim to have a working ~75% accuracy face+mask algorithm + temperature sensing by the demo week. I will be moving onto the temperature sensor too this week.<\/p>\n","protected":false},"excerpt":{"rendered":"
This week was a lot of debugging and time spent in the ECE lab. I spend about 12 hours on Thursday in the lab trying to fix package compatibility issues and trying to download the right OpenCV\/Tensorflow packages.\u00a0 I was trying to use these OpenCV trained models for the mask detection algorithm which was running … Continue reading Iris’s Status Report for 10\/31<\/span><\/a><\/p>\n","protected":false},"author":342,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[8],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/posts\/198"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/users\/342"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/comments?post=198"}],"version-history":[{"count":1,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/posts\/198\/revisions"}],"predecessor-version":[{"id":199,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/posts\/198\/revisions\/199"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/media?parent=198"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/categories?post=198"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/f20-teama6\/wp-json\/wp\/v2\/tags?post=198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}