Awesome Computer Vision: Awesome

A curated list of awesome computer vision resources, inspired by awesome-php.

For a list people in computer vision listed with their academic genealogy, please visit here

Contributing

Please feel free to send me pull requests or email ([email protected]) to add links.

Table of Contents

Books

Computer Vision

OpenCV Programming

Machine Learning

Fundamentals

Courses

Computer Vision

Computational Photography

Machine Learning and Statistical Learning

Optimization

Papers

Conference papers on the web

Survey Papers

Tutorials and talks

Computer Vision

Recent Conference Talks

3D Computer Vision

Internet Vision

Computational Photography

Learning and Vision

Object Recognition

Graphical Models

Machine Learning

Optimization

Deep Learning

Software

External Resource Links

General Purpose Computer Vision Library

Multiple-view Computer Vision

Feature Detection and Extraction

High Dynamic Range Imaging

Semantic Segmentation

Low-level Vision

Stereo Vision
Optical Flow
Image Denoising

BM3D, KSVD,

Super-resolution
Image Deblurring

Non-blind deconvolution

Blind deconvolution

Non-uniform Deblurring

Image Completion
Image Retargeting
Alpha Matting
Image Pyramid
Edge-preserving image processing

Intrinsic Images

Contour Detection and Image Segmentation

Interactive Image Segmentation

Video Segmentation

Camera calibration

Simultaneous localization and mapping

SLAM community:
Tracking/Odometry:
Graph Optimization:
Loop Closure:
Localization & Mapping:

Single-view Spatial Understanding

Object Detection

Nearest Neighbor Search

General purpose nearest neighbor search
Nearest Neighbor Field Estimation

Visual Tracking

Saliency Detection

Attributes

Action Reconition

Egocentric cameras

Human-in-the-loop systems

Image Captioning

Optimization

Deep Learning

Machine Learning

Datasets

External Dataset Link Collection

Low-level Vision

Stereo Vision
Optical Flow
Video Object Segmentation
Change Detection
Image Super-resolutions

Intrinsic Images

Material Recognition

Multi-view Reconsturction

Saliency Detection

Visual Tracking

Visual Surveillance

Saliency Detection

Change detection

Visual Recognition

Image Classification
Scene Recognition
Object Detection
Semantic labeling
Multi-view Object Detection
Fine-grained Visual Recognition
Pedestrian Detection

Action Recognition

Image-based
Video-based
Image Deblurring

Image Captioning

Scene Understanding

SUN RGB-D - A RGB-D Scene Understanding Benchmark Suite

NYU depth v2 - Indoor Segmentation and Support Inference from RGBD Images

Aerial images

Aerial Image Segmentation - Learning Aerial Image Segmentation From Online Maps

Resources for students

Resource link collection

Writing

Presentation

Research

Time Management

Blogs

Songs

Licenses

License

CC0

To the extent possible under law, Jia-Bin Huang has waived all copyright and related or neighboring rights to this work.