Understanding Masked Region-based Convolutional Neural Networks (Mask R-CNN)
This video explains the architecture and functioning of Masked R-CNN, a neural network model used for object detection and instance segmentation.
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About this video
In this video, we will take a look at new type of neural network architecture called "Masked Region based Convolution Neural Networks", Masked R-CNN for short. And in the process, highlight some key sub problems in computer vision.
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REFERENCES
[1] Main paper: https://arxiv.org/pdf/1703.06870v3.pdf
[2] Code: https://github.com/facebookresearch/Detectron
[3] Convolution Neural networks: https://www.youtube.com/watch?v=m8pOnJxOcqY
[4] Semantic segmentation in deep learning: http://blog.qure.ai/notes/semantic-segmentation-deep-learning-review
[5] Top papers: http://www.arxiv-sanity.com/top?timefilter=alltime&vfilter=all
[6] Recurrent Instance Segmentation: http://www.robots.ox.ac.uk/~tvg/publications/2016/RIS7.pdf
[7] Mask R-CNN Presentation by the Author: https://www.youtube.com/watch?v=g7z4mkfRjI4
[8] Mark Jay's Video: https://www.youtube.com/watch?v=2TikTv6PWDw
[9] COCO dataset: http://cocodataset.org/#home
[10] Fully Convolutional Networks: https://people.eecs.berkeley.edu/~jonlong/long_shelhamer_fcn.pdf
[11] Faster R-CNN explained: https://medium.com/@smallfishbigsea/faster-r-cnn-explained-864d4fb7e3f8
[12] Notes/summary of Masked R-CNN: http://www.shortscience.org/paper?bibtexKey=journals/corr/HeGDG17#aleju
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161.8K
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Duration
9:35
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Published
Feb 26, 2018
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hd
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#Machine Learning #Data Science #Deep Learning #computer vision #convolution neural networks #artificial intelligence #artificial neural networks #computer vision research #fully convolution networks #faster rcnn #region based convolution neural networks #facebook research #facebook ai research #FAIR #google research #google ai research #new neural network technology
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