Selection of research articles

These are some of the best resources for aquiring basic knowledge, which I came across while working on Computer Vision

What	Type	Author(s)	Link
Good overview of image segmentation research and algorithms	blog post	some company	https://nanonets.com/blog/semantic-image-segmentation-2020/
Stanford CS231n	course	Fei Fei Lin	http://cs231n.stanford.edu/slides/
Fully Convolutional Networks for Semantic Segmentation	paper	never heard of	https://arxiv.org/abs/1411.4038
U-Net: Convolutional Networks for Biomedical Image Segmentation	paper	never heard of	https://arxiv.org/abs/1505.04597
understand convolution layer	video	Andrew Ng	https://www.youtube.com/watch?v=jPOAS7uCODQ&ab_channel=DeepLearningAI
A cleaner explanation of main points from the FCN paper	blog post	some Phd student (Sik-Ho Tsang)	https://towardsdatascience.com/review-fcn-semantic-segmentation-eb8c9b50d2d1
Sik-Ho Tsang - reading list	list of important topics in Computer Vision and link to papers	Sik-Ho Tsang	https://sh-tsang.medium.com/overview-my-reviewed-paper-lists-tutorials-946ce59fbf9e
list of Medium articles where he reviews papers		Sik-Ho Tsang	https://sh-tsang.medium.com/
all you need to know about convolutional layers	blog post	Machine learning mastery	https://machinelearningmastery.com/convolutional-layers-for-deep-learning-neural-networks/
very good intuitive explanation of upsampling through transposed convolutions	blog post	some company	https://medium.com/apache-mxnet/transposed-convolutions-explained-with-ms-excel-52d13030c7e8
A guide to convolution arithmetic for deep learning	book(let)	researchers	https://arxiv.org/pdf/1603.07285.pdf
good overview of computer vision tasks	blog post		https://towardsdatascience.com/understanding-semantic-segmentation-with-unet-6be4f42d4b47
compute conv layers output size (regular, transposed, stride, padding)	blog post		http://makeyourownneuralnetwork.blogspot.com/2020/02/calculating-output-size-of-convolutions.html
AI GIS library	library website with documentation and AI models and methods explained		https://developers.arcgis.com/python/guide/how-unet-works/