Computer Vision (CV)


Computer vision is an interdisciplinary scientific field that deals with how computers can gain high-level understanding from digital images or videos.

Overview

Deep Learning for Object Detection: A Comprehensive Review
A closer look at Tensorflow’s object detection models: Faster R-CNN, R-FCN, and SSD.
object-detection convolutional-neural-networks rcnn computer-vision
An Intuitive Guide to Deep Network Architectures
Intuition behind base network architectures like MobileNets, Inception, and ResNet.
object-detection image-classification transfer-learning computer-vision
A Few Favorite Recipes in Computer Vision & Deep Learning
This blog post enlists a few of my favorite recipes in deep learning in the context of computer vision (as of August 2020).
self-supervised-learning simclr contrastive-learning representation-learning

Tutorials

Computer Vision Recipes
This repository provides examples and best practice guidelines for building computer vision systems.
computer-vision pytorch object-detection image-classification

Libraries

General
PyTorch CNN Trainer
A simple package to fine-tune CNNs from torchvision and Pytorch Image models by Ross Wightman.
torchvision convolutional-neural-networks pytorch training
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