It still seems to be using only the single frame, without past/present context. E.g. a dog sometimes is recognized as teddy bear for a split second. Is there any "continuous" models for that? Sounds like a simple bayesian post-processing would do a great deal (e.g. recording the probability of dogs mutating to teddy bears as very low).
YOLO: Real-Time Object Detection
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Re: YOLO: Real-Time Object Detection
#22The YOLOv3 paper is pretty delightful: https://arxiv.org/pdf/1804.02767.pdf
You should read his site, his IDGAF attitude is pretty funny. The FAQ section is the most entertaining.
Re: YOLO: Real-Time Object Detection
#23I cannot get YOLO to detect at 30fps, even on gpu machines. This was true when I tried keras yolo as well as following the instructions for c compilation on this page.
Re: YOLO: Real-Time Object Detection
#24As a shameless plug, I wrote an intuitive guide to understanding SSD (Single Shot Detector), another popular object detection technique: https://towardsdatascience.com/understanding-ssd-multibox-re...
Re: YOLO: Real-Time Object Detection
#25Jokes aside, we need better temporal consistency, especially when we start arming AI. citizen -> citizen -> citizen -> armed insurgent
Re: YOLO: Real-Time Object Detection
#26Earlier quoted context omitted.
YOLO stands for "You Only Look Once" so I don't think this will ever become "continuous"
AFAIK, the 'Look Once' part refers to other systems that re-ran a section of the frame at a time through an object detector, resulting in a lot of reprocessing. You could still look only once, but have that look include multiple sequential frames. Or do something like an LSTM of frames.
Re: YOLO: Real-Time Object Detection
#27YOLO, no! https://i.imgur.com/R1RZ2N0.png Jokes aside, we need better temporal consistency, especially when we start arming AI. citizen -> citizen -> citizen -> armed insurgent
Of course, that matters far less when Skynet decides that every human is a hostile armed insurgent...
Re: YOLO: Real-Time Object Detection
#28Re: YOLO: Real-Time Object Detection
#29Everyone was pretty impressed. I'm always impressed when I see live demos go (almost) flawlessly.
Re: YOLO: Real-Time Object Detection
#30Whats the best route to deploy a python YOLO system to a desktop app? E.g. have .zip file you extract, install, then run - everything is included , tensorflow/keras libs ... no need for user to setup envronment with conda yadda yadda