The YOLOv3 paper is pretty delightful: https://arxiv.org/pdf/1804.02767.pdf
YOLO: Real-Time Object Detection
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Re: YOLO: Real-Time Object Detection
#12Suprised to see this here since YOLO has been out for a while now. Shameless plug, I wrote an article on how to use use transfer learning on your custom dataset with the pretrained weights [1]. One of the downside of YOLO is that it uses his own deep learning library darknet. I find that the Tensorflow port dark flow easier to use but it haven't seen a v3 port yet. [1] https://www.powu3.com/ml/yolo/
Chainercv seems to: https://github.com/chainer/chainercv/blob/master/README.md
Re: YOLO: Real-Time Object Detection
#13It 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).
For each frame, it returns a list of candidate detections with confidence values if I remember correctly. Should be pretty straightforward to make it smooth using that.
Re: YOLO: Real-Time Object Detection
#14The YOLOv3 paper is pretty delightful: https://arxiv.org/pdf/1804.02767.pdf
It's honest, instead of the inflated bs you usually have to spin around your half working experiments.
Re: YOLO: Real-Time Object Detection
#15The YOLOv3 paper is pretty delightful: https://arxiv.org/pdf/1804.02767.pdf
> Reviewer #2 AKA Dan Grossman (lol blinding who does that)
lmao
Re: YOLO: Real-Time Object Detection
#16Isn't this from 1 year ago?
Re: YOLO: Real-Time Object Detection
#17Can we also get the orientation of each detected object?
Does your training dataset supply that info about each object?
Re: YOLO: Real-Time Object Detection
#18The 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
#19I 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
#20It's hilarious the main video detects a dromedary as three cows at 3:26