A curated list of essential computer vision resources, inspired by various awesome lists.
A collection of influential projects that cover various aspects of computer vision, from fundamentals to advanced topics.
- CV Machine Learning
- CV Deep Vision
- CV Domain Adaptation
- CV Object Detection
- CV Action Recognition
- Awesome Machine Learning in Biomedical(Healthcare) Imaging
- Awesome Deep Learning for Tracking and Detection
A collection of influential books that cover various aspects of computer vision, from fundamentals to advanced topics.
- Computer Vision: Models, Learning, and Inference - Simon J. D. Prince 2012
- Computer Vision: Theory and Application - Rick Szeliski 2010
- Computer Vision: A Modern Approach (2nd edition) - David Forsyth and Jean Ponce 2011
- Learning OpenCV: Computer Vision with the OpenCV Library - Gary Bradski and Adrian Kaehler
- Neural Networks for Pattern Recognition - Christopher M. Bishop 1995
Online courses and tutorials designed to help you learn computer vision, ranging from beginner to expert levels.
- Computer Vision: Foundations and Applications - Kalanit Grill-Spector and Fei-Fei Li (Stanford University)
- High-Level Vision: Behaviors, Neurons and Computational Models - Fei-Fei Li (Stanford University)
- Advances in Computer Vision - Antonio Torralba and Bill Freeman (MIT)
A selection of seminal and recent research papers that have significantly impacted the field of computer vision.
- CVPapers - Computer vision papers on the web
- Computer Vision Foundation open access
- Annotated Computer Vision Bibliography - Keith Price (USC)
Important software tools and libraries that are commonly used in computer vision projects, including popular frameworks and packages.
- Camera Calibration Toolbox for Matlab
- Camera calibration With OpenCV
- Multiple Camera Calibration Toolbox
Curated datasets that are frequently used for training and evaluating computer vision models, including labeled images, videos, and more.
- CV Datasets on the web - CVPapers
- Are we there yet? - Which paper provides the best results on standard dataset X?
- Computer Vision Dataset on the web
- Yet Another Computer Vision Index To Datasets
- ComputerVisionOnline Datasets
- CVOnline Dataset
- CV datasets
- visionbib
- VisualData
- The KITTI Vision Benchmark Suite
- LIBELAS: Library for Efficient Large-scale Stereo Matching
- Ground Truth Stixel Dataset
- List of Computer Vision models These models are trained on custom objects