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Computer Vision
by
Jia-Bin Huang
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A curated list of Computer Vision resources
graphics
computational-photography
computer-vision
technology
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417 links
81 blocks
published
8 years ago
updated
8 years ago
Computer Vision
1
Computer Vision
178
2
Machine Learning
119
3
OpenCV Programming
92
4
Computer Vision
207
5
Computational Photography
58
6
Fundamentals
18
7
Conference papers on the Web
32
8
Computer Vision
48
9
Machine & Statistical Learning
58
10
Computational Photography
21
11
3D Computer Vision
24
12
Optimization
20
13
Recent Conference Talks
13
14
Learning and Vision
11
15
Survey Papers
11
16
Optimization
25
17
Graphical Models
20
18
Internet Vision
3
19
General Purpose Computer Vision Library
29
20
Deep Learning
49
21
Object Recognition
27
22
Optical Flow
2
23
Multiple-view Computer Vision
32
24
Machine Learning
8
25
Low-level Vision
22
26
Non-Blind Deconvolution
12
27
External Resource Links
22
28
Image Completion
4
29
Non-uniform Deblurring
5
30
Feature Detection and Extraction
37
31
Edge-preserving image processing
47
32
Alpha Matting
3
33
High Dynamic Range Imaging
6
34
Interactive Image Segmentation
18
35
Intrinsic Images
10
36
Low-level vision
1
37
Blind Deconvolution
6
38
Video Segmentation
23
39
Image Pyramid
8
40
Camera Calibration
14
41
Image Retargeting
6
42
Contour Detection & Image Segmentation
42
43
SLAM community
7
44
Tracking/Odometry
38
45
Localization & Mapping
10
46
Graph Optimization
8
47
Loop Closure
3
48
General purpose nearest neighbor search
2
49
Single-view Spatial Understanding
5
50
Object Detection
22
51
Optimization
8
52
Nearest Neighbor Field Estimation
10
53
Visual Tracking
32
54
Deep Learning
18
55
Machine Learning
23
56
Image Captioning
3
57
Material Recognition
2
58
Change Detection
7
59
External Dataset Link Collection
6
60
Visual Surveillance
3
61
Visual Recognition
15
62
Saliency Detection
4
63
Visual Recognition
2
64
Action Recognition
5
65
Image Classification
7
66
Writing
38
67
Resource Link Collection
16
68
Multi-view Object Detection
6
69
Fine-Grained Visual Recognition
0
70
Research
56
71
Pedestrian Detection
8
72
Action Recognition
5
73
Image Captioning
9
74
Multi-view Reconstruction
6
75
Visual Recognition
13
76
Scene Understanding
5
77
Time Management
16
78
Presentation
4
79
Blogs
55
80
Songs
21
81
Links
36
73 more
Books - Computer Vision
1
Computer Vision Models
75
2
Algorithms and Applications, 2nd ed.
46
3
Computer Vision
15
4
Multiple View Geometry in Computer Vision<BR>Second Edition
12
5
Computer Vision
10
6
Vision Science
7
7
Synthesis Lectures on Artificial Intellegence
8
8
Computer Vision for Visual Effects
5
9
High Dynamic Range Imaging
0
1 more
Books - Machine Learning
1
Christopher Bishop at Microsoft Research
28
2
Neural Networks for Pattern Recognition
15
3
Probabilistic Graphical Models
12
4
Pattern Classification
4
5
Machine Learning
9
6
Gaussian Processes for Machine Learning
11
7
Online Course (MOOC)
17
8
Neural networks and deep learning
21
9
Bayesian Reasoning and Machine Learning
2
1 more
Books - OpenCV Programming
1
Learning OpenCV
35
2
Learn Computer Vision in a Single Weekend
42
3
OpenCV Essentials
12
4
Mastering OpenCV Android Application Programming
3
Courses - Computer Vision
1
CSCI 512/EENG 512 Computer Vision
56
2
Visual Object and Activity Recognition
32
3
Computer Vision (UW CSE 455)
22
4
UT-Austin CS395T Visual Recognition
14
5
Language and Vision
8
6
Convolutional Neural Networks for VisualR
15
7
Computer Vision
18
8
Computer Vision (Spring 2011)
13
9
Stanford University CS 131 Computer Vision
4
10
High-Level Vision
4
11
Advances in Computer Vision
7
12
Computer Vision (Winter 13/14)
8
5 more
Courses - Computational Photography
1
Image Manipulation and Computational Photography
14
2
Computational Photography
12
3
Computational Photography
6
4
Computational Photography and Image Manipulation
3
5
Digital & Computational Photography
3
6
Computational Camera and Photography
5
7
Introduction to Visual Computing
2
8
Computational Photography
4
9
Image Processing video lectures
1
10
Rich Radke @ RPI ECSE
2
11
Computational Imaging and 3D Sensing
1
12
Courses in Graphics
1
5 more
Fundamentals
1
Linear Algebra and Its Applications, 4th Edition
18
Conference papers on the Web
1
CVPapers
17
2
Resource for Computer Graphics
6
3
NIPS Proceedings
1
4
Page Redirection
3
5
Keith Price Bibliography
1
6
Conference Calendar for Computer Vision
4
Tito & Talks - Computer Vision
1
Computervisiontalks.com
11
2
The Three R's of Computer Vision
9
3
Applications to Machine Vision
1
4
The Future of Image Search
5
5
Should I do a PhD in Computer Vision?
20
6
Computer Vision (Schedule)
2
Courses - Machine & Statistical Learning
1
Coursera
12
2
STANFORD COURSES ON THE LAGUNITA LEARNING PLATFORM
11
3
Statistical Learning Theory and Applications
11
4
Statistical Learning
3
5
Practical Machine Learning
5
6
Course on Information Theory
7
7
Methods for Applied Statistics
2
8
Andrew Zisserman, University of Oxford
7
Computational Photography
1
Reflections on Image-Based Modeling and Rendering
6
2
Photographing Events over Time
1
3
Old and New algorithm for Blind Deconvolution
3
4
A Tour of Modern "Image Processing"
2
5
Topics in image and video processing
2
6
Computational Photography
4
7
Revealing the invisible
0
8
Overview of Computer Vision
3
3D Computer Vision
1
Past, Present, and Future
14
2
Reconstructing the World from Photos on the Internet
10
Courses - Optimization
1
Convex Optimization I
7
2
Convex Optimization II
2
3
STANFORD COURSES ON THE LAGUNITA LEARNING PLATFORM
5
4
Optimization at MIT
1
5
Convex Optimization
5
Recent Conference Talks
1
CVPR 2015 Webpage
10
2
13th European Conference on Computer
0
3
Google TechTalks
2
4
Google TechTalks
1
5
Google TechTalks
0
6
Google TechTalks
0
7
12th European Conference on Computer
0
8
ICML 2012 Oral Talks
0
9
Google TechTalks
0
1 more
Learning and Vision
1
Where machine vision needs help from machine learning
4
2
Learning in Computer Vision
6
3
Learning and Inference in Low-Level Vision
1
Survey Papers
1
Survey References
5
2
Foundations and Trends® in Computer
2
3
Computer Vision
4
Optimization
1
Optimization Algorithms in Machine
10
2
Convex Optimization
6
3
Continuous optimization in computer
4
4
Beyond stochastic gradient descent for
4
5
Variational Methods for Computer Vision
1
Graphical Models
1
Graphical Models for Computer Vision
14
2
VideoLectures.NET
0
3
Machine Learning, Probability
2
4
Graphical Models and Applications
4
Internet Vision
1
Meet 2011 TR35 Winner Noah Snavely
0
2
Noah Snavely, Significant New Researcher Award
0
3
A Trillion Photos
3
General Purpose Computer Vision Library
1
OpenCV
4
2
mexopencv
3
3
SimpleCV
6
4
Open source Python module for computer vision
3
5
Point Cloud Library
4
6
Piotr's Matlab Toolbox
0
7
Computer Vision Toolbox
5
8
VLFeat
3
9
Ccv
1
10
PCV
0
2 more
Deep Learning
1
A tutorial on Deep Learning
23
2
VideoLectures.NET
2
3
Scaling Up Deep Learning
0
4
ImageNet Classification with Deep Convolutional Neural Networks
3
5
The Unreasonable Effectivness Of Deep…
3
6
Deep Learning for Computer Vision (Rob Fergus)
12
7
High-dimensional learning with deep network contractions
0
8
Deep Learning, Feature Learning (Schedule)
3
9
Workshop on Big Data and Statistical Machine Learning
0
10
MLSS Iceland 2014
0
11
Deep Learning -- Yoshua Bengio (Part 1)
3
12
Deep Learning -- Yoshua Bengio (Part 2)
0
5 more
Object Recognition
1
StAR Lecture Series
13
2
Generative Models for Visual Objects
14
Low-level - Optical Flow
1
Middleburg Optical Flow Evaluation
0
2
MPI Sintel Dataset
0
3
The KITTI Vision Benchmark Suite
1
4
Universität Heidelberg HCI - Challenging
0
5
Optical Flow Matlab/C++ Code
0
6
C++/MatLab Optical Flow
0
7
Parallel Implementation
1
Multiple-view Computer Vision
1
MATLAB Functions for Multiple View
3
2
Peter's Functions for Computer Vision
6
3
The OpenGV library
5
4
Minimal Problems in Computer Vision
1
5
Graphics, Capture and Massively Parallel Computing
5
6
A Visual Structure from Motion System
1
7
Structure from Motion (SfM)
2
8
"open Multiple View Geometry"
2
9
PMVS2
2
10
CMVS
1
11
Graphics, Capture and Massively Parallel Computing
1
12
Graphics, Capture and Massively Parallel Computing
0
5 more
Machine Learning
1
Graphical Models for Computer Vision
6
2
Introduction To Bayesian Inference
1
3
Support Vector Machines
1
4
Bayesian or Frequentist, Which Are You?
0
Low-level Vision - Super Resolution
1
Super-Resolution Code
5
2
Markov Random Fields for Super-Resolution
3
3
Max-Planck-Institut für Informatik
1
4
Single-Image Super Resolution via a Statistical Model
2
5
ScSR
1
6
Google Sites
2
7
Learning a Deep Convolutional Network for Image Super-Resolution
3
8
Adjusted Anchored Neighborhood Regression for Fast Super-Resolution
3
9
Google Accounts
2
1 more
Non-Blind Deconvolution
1
Spatially variant non-blind deconvolution
2
2
Handling Outliers in Non-blind Image Deconvolution
3
3
Dilip Krishnan
4
4
From Learning Models of Natural Image Patches to Whole Image Restoration
2
5
Deep Deconvolution
0
6
A machine learning approach for non-blind
1
External Resource Links
1
Google Accounts
8
2
Computer Vision Algorithm Implementations
9
3
Xin Li of WVU
1
4
Computer Vision Source Code
4
Image Completion
1
Registry
3
2
Image Completion
1
3
Combining Inconsistent Images using Patch-based Synthesis
0
4
Image Completion using Planar Structure
0
Non-uniform Deblurring
1
Non-uniform Deblurring for Shaken Images
2
2
Image Deblurring using motion Density
1
3
Image Deblurring using Inertial
0
4
Fast Removal of Non-uniform Camera Shake
2
Feature Detection and Extraction
1
VLFeat
4
2
Keypoint detector
10
3
ASL Binary Robust Invariant Scalable Keypoints
6
4
Speeded Up Robust Features
5
5
Alexandre Alahi
3
6
kaze
6
7
Local Binary Pattern
3
Edge-preserving image processing
1
Fast Bilateral Filter
10
2
O(1) Bilateral Filter
9
3
ECCV 2012 (Yang, Qing-Xiong)
4
4
Rolling Guidance Filter
4
5
Structure Extraction from Texture via Relative Total Variation
3
6
Image Smoothing via L0 Gradient Minimization
5
7
Domain Transform for Edge-Aware Image
4
8
Adaptive Manifolds
5
9
Microsoft researchers and engineers working around the world
3
1 more
Alpha Matting
1
alpha Matting Evaluation Website
2
2
Closed-form image matting
1
3
Spectral Matting
0
4
Learning Based Digital Matting
0
5
Improving Image Matting using Comprehensive Sampling Sets
0
High Dynamic Range Imaging
1
HDR Toolbox
6
Interactive Image Segmentation
1
Leo Grady
4
2
Welcome to Xue Bai's homepage
6
3
Microsoft Research
3
4
PowerWatershed source code
2
5
Adobe Research
2
6
Olivier Duchenne's site
1
Intrinsic Images
1
Recovering Intrinsic Images
5
2
Intrinsic Images by Clustering
3
3
Ground-truth dataset
0
4
Intrinsic Images in the Wild
1
5
Colour group
1
Low-level vision - Stereo vision
1
Middleburg Stereo Vision
1
2
The KITTI Vision Benchmark Suite
0
3
Andreas Geiger
0
4
Ground Truth Stixel Dataset
0
Blind Deconvolution
1
Removing camera shake from a single image
2
2
High-Quality Motion Deblurring
1
3
Robust Motion Deblurring
1
4
Blur kernel estimation using the radon transform
0
5
Fast Motion Deblurring
0
6
Dilip Krishnan
1
7
Blur-Kernel Estimation from Spectral Irregularities
0
8
Efficient marginal likelihood optimization in blind deconvolution
1
9
Unnatural L0 Sparse Representation for Natural Image Deblurring
0
10
Edge-based Blur Kernel Estimation
0
11
Blind Deblurring Using Internal Patch Recurrence ID 529
0
3 more
Video Segmentation
1
Video Segmentation with Superpixels
10
2
Video Segmentation
8
3
a hierarchical variational approach for turning point trajectories into dense regions
2
4
Jason J. Corso
3
Image Pyramid
1
The Steerable Pyramid
4
2
Curvelet Home
4
Camera Calibration
1
Camera Calibration Toolbox for Matlab
1
2
Camera calibration With OpenCV
6
3
Multiple Camera Calibration Toolbox
7
Image Retargeting
1
A Benchmark for Image Retargeting
6
Contour Detection & Image Segmentation
1
EDISON Code
9
2
Image Segmentation
5
3
software
2
4
Background & Algorithm
6
5
Contour Detection and Image Segmentation
7
6
Download Structured Edge Detection Toolbox from Official Microsoft Download Center
2
7
Crisp Boundary Detection Using Pointwise Mutual Information
2
8
Image and Visual Representation Lab ‐ EPFL
6
9
Quick shift superpixels
0
10
TurboPixels
1
11
Entropy Rate Superpixel
0
12
Contour Relaxed Superpixels
0
8 more
SLAM community
1
OpenSLAM.org
6
2
The KITTI Vision Benchmark Suite
1
Tracking/Odometry
1
LIBVISO2: C++ Library for Visual Odometry 2
12
2
Parallel Tracking and Mapping for Small AR Workspaces (PTAM)
3
3
Kfusion
2
4
Kinfu Remake
5
5
InfiniTAM v2
4
6
Voxel Hashing
2
7
PAMELA project webpage
6
8
SVO
2
9
DVO
2
10
Long-term storage for Google Code Project Hosting.
0
2 more
Localization & Mapping
1
RatSLAM
5
2
LSD Slam
2
3
ORB Slam
3
Graph Optimization
1
The Borg Lab
4
2
G2O
4
Loop Closure
1
Download FabMap
1
2
University of Zaragoza
2
General purpose nearest neighbor search
1
Approximate Nearest Neighbor Library
0
2
Fast Library for Approximate Nearest Neighbors
1
3
Introduction
1
Single-view Spatial Understanding
1
Geometric Context
1
2
Recovering Spatial Layout
0
3
Geometric Reasoning
1
4
RGBD2Full3D
3
Object Detection
1
INRIA Object Detection and Localization Toolkit
2
2
rbg's home page
3
3
VOC-DPM
3
4
Histograms of Sparse Codes for Object Detection
5
5
R-CNN
4
6
SPP_net
2
7
Binarized Normed Gradients for Objectness Estimation
1
8
ReInspect
2
Optimization
1
Ceres Solver
4
2
NLopt
3
3
Heidelberg Collaboratory for Image Processing (HCI)
1
4
GTSAM
0
Nearest Neighbor Field Estimation
1
PatchMatch
4
2
The Generalized PatchMatch
1
3
Coherence Sensitive Hashing
1
4
PMBP: PatchMatch Belief Propagation
2
5
TreeCANN
2
Visual Tracking
1
Visual Tracker Benchmark
6
2
VOT Challenge
3
3
Kanade-Lucas-Tomasi Feature Tracker
5
4
Online boosting trackers
3
5
Robust Tracking via Multiple Experts
1
6
Page Redirection
2
7
Transfer Learning Based Visual Tracking
2
8
Extended Lucas-Kanade Tracking
3
9
Fast Tracking via Spatio-Tempora
1
10
Visual Tracking via Locality Sensitive
1
11
Computer Vision Lab
1
12
Clustering of Static-Adaptive
1
6 more
Deep Learning
1
Awesome deep vision
18
Machine Learning
1
Awesome machine learning
15
2
Bob: a free signal processing and machine learning toolbox for researchers
4
3
LIBSVM - A Library for Support Vector Machines
4
Image Captioning
1
Neural Talk
3
Material Recognition
1
OpenSurfaces
1
2
Material Recognition
1
3
A Richly Annotated Catalog of Surface
0
Change Detection
1
ChangeDetection
7
External Dataset Link Collection
1
CV Datasets on the web
1
2
Who is the best at X ?
2
3
Yet Another Computer Vision Index To Datasets
1
4
Your gateway to the computer vision world
1
5
Databases
0
6
Computer Vision Datasets
1
7
Dataset Detailed References
0
Saliency Detection - Visual Surveillance
1
VIRAT Video Data
1
2
CAM²
2
Visual Recognition - Object Detection
1
The PASCAL Visual Object Classes
5
2
ImageNet Object Detection Challenge
6
3
COCO
4
Saliency Detection - Visual Tracking
1
Visual Tracker Benchmark
2
2
Visual Tracker Benchmark
0
3
VOT Challenge
2
4
Princeton Tracking Benchmark
0
Visual Recognition - Scene Recognition
1
http://groups.csail.mit.edu/vision/SUN/
1
2
Places Database for Scene Recognition
1
Action Recognition - Image Deblurring
1
Sun dataset
3
2
Levin dataset
2
Visual Recognition - Image Classification
1
The PASCAL Visual Object Classes
3
2
ImageNet Large Scale Visual Recognition Challenge
4
Writing
1
Write Good Papers
7
2
Notes on writing
4
3
How To Write A Bad Article
4
4
How to write a good CVPR submission
4
5
- YouTube
4
6
How to write a SIGGRAPH paper
3
7
Writing Research Papers
4
8
How to Write a Paper for SIGGRAPH
2
9
How to Get Your SIGGRAPH Paper Rejected
0
10
How to write a SIGGRAPH paper
0
11
How to Write a Great Paper
2
12
How to have a paper get into SIGGRAPH?
0
7 more
Resource Link Collection
1
Resources for students
5
2
Advice for Graduate Students
3
3
Graduate Skills Seminars, 2010-2011
0
4
Simon Peyton Jones at Microsoft Research
4
5
Account Suspended
4
Multi-view Object Detection
1
3D Object Dataset
5
2
EPFL Car Dataset
0
3
KTTI Dection Dataset
0
4
SUN3D Database
0
5
PASCAL 3D+
0
6
NYC3DCars
1
Fine-Grained Visual Recognition
1
Fine-Grained Challenge 2013
0
2
Caltech-UCSD Birds 200
0
Research
1
How to do research
15
2
You and Your Research
4
3
Warning Signs of Bogus Progress in Research
10
4
Seven Warning Signs of Bogus Science
3
5
Thomas Funkhouser, Computer Graphics Achievement Award
2
6
File Not Found: Indiana University
6
7
Recent Advances in Computer Vision
4
8
How to Come Up with Research Ideas in Computer Vision?
11
9
How to Read Academic Papers
1
1 more
Pedestrian Detection
1
Caltech Pedestrian Detection Benchmark
4
2
ETHZ Pedestrian Detection
4
Action Recognition - VideoBased
1
HOLLYWOOD2 Dataset
3
2
UCF Sports Action Data Set
2
Image Captioning
1
Flickr 8K
4
2
Flickr 30K
1
3
Microsoft COCO
4
Multi-view Reconstruction
1
Multi-View Stereo Reconstruction
6
Visual Recognition - Semantic Labeling
1
Stanford background dataset
3
2
CamVid
3
3
Barcelona Dataset
3
4
SIFT Flow Dataset
4
Scene Understanding
1
SUN RGB-D
5
Time Management
1
Randy Pausch Lecture
16
Presentation
1
Giving a Research Talk
2
2
How To Give A Good Talk
1
3
Designing conference posters
1
Blogs
1
LearnOpenCV
9
2
Tombone's Computer Vision Blog
10
3
Computer vision for dummies
11
4
Andrej Karpathy blog
9
5
AI Shack
9
6
Computer Vision Talks
7
Songs
1
The Fundamental Matrix Song
6
2
The RANSAC Song
5
3
Machine Learning A Cappella
10
Links
1
The Computer Vision Industry
13
2
German Computer Vision Research Groups and Companies
6
3
Awesome Deep Learning
5
4
Cat Paper Collection
5
5
Awesome machine learning
7
Suggest
11
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