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Computer Vision

The "Awesome Computer Vision" project is a curated resource list designed to support developers and researchers working in the field of computer vision, which involves enabling machines to interpret and understand visual information from the world. This list includes a variety of resources such as libraries, frameworks, datasets, tutorials, and research papers, covering essential tools like OpenCV, TensorFlow, and PyTorch. It is beneficial for beginners looking to learn the fundamentals, as well as experienced practitioners seeking advanced techniques and the latest research developments. Whether you're building applications for image recognition, object detection, or video analysis, this collection provides valuable insights and tools to enhance your computer vision projects.

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Table of Contents

58 sections · 483 projects

Lists

46 projects
awesome-machine-learning
awesome-machine-learning

A curated list of awesome machine learning frameworks, libraries, and software organized by programming language.

Python72,7117 days ago
Awesome Deep Vision
Awesome Deep Vision

A curated list of deep learning resources for computer vision, including papers, courses, books, and software.

11,1642 years ago
Awesome Domain Adaptation
Awesome Domain Adaptation

A curated collection of papers, code, and resources for domain adaptation in machine learning.

5,4406 months ago
Awesome Object Detection
Awesome Object Detection

A curated list of papers, code, and resources for object detection algorithms in computer vision.

7,5013 years ago
Awesome 3D Machine Learning
Awesome 3D Machine Learning

A curated repository of resources, datasets, and research papers for 3D machine learning, covering computer vision, graphics, and deep learning.

10,1691 year ago
Awesome Action Recognition
Awesome Action Recognition

A curated list of resources for action recognition, video understanding, object detection, and pose estimation in computer vision.

4,0043 years ago
Awesome Scene Understanding
Awesome Scene Understanding

A curated list of research papers and resources for scene understanding in computer vision, covering 3D reconstruction, layout estimation, and primitive detection.

81910 months ago
Awesome Adversarial Machine Learning
Awesome Adversarial Machine Learning

A curated list of resources for adversarial machine learning, covering attacks, defenses, and research.

1,9065 years ago
Awesome Adversarial Deep Learning
Awesome Adversarial Deep Learning

A curated collection of resources on adversarial examples in deep learning, covering attacks, defenses, and applications.

2665 years ago
Awesome Face
Awesome Face

A curated list of face-related algorithms, datasets, papers, and open-source libraries for computer vision research.

9166 years ago
Awesome Face Recognition
Awesome Face Recognition

A curated collection of academic papers covering all aspects of face analysis, including detection, recognition, alignment, generation, and anti-spoofing.

4,7433 years ago
Awesome medical imaging
Awesome medical imaging

A curated list of open-source software tools for medical imaging research, including segmentation, visualization, and deep learning libraries.

2422 months ago
Awesome Images
Awesome Images

A curated list of free stock photo resources for developers and designers.

2,5024 years ago
Awesome Graphics
Awesome Graphics

A curated collection of computer graphics tutorials, papers, and resources covering rendering, simulation, and visualization.

1,1096 years ago
Awesome Neural Radiance Fields
Awesome Neural Radiance Fields

A curated list of awesome neural radiance fields (NeRF) papers, implementations, and resources.

TeX6,7681 year ago
Awesome Implicit Neural Representations
Awesome Implicit Neural Representations

A curated list of key papers and resources on implicit neural representations, a novel approach to parameterizing signals as continuous functions.

2,6362 years ago
Awesome Neural Rendering
Awesome Neural Rendering

A curated collection of papers, code, and resources on neural rendering techniques for computer vision and graphics.

2,3493 months ago
Awesome Dataset Tools
Awesome Dataset Tools

A curated list of open-source and commercial tools for labeling and managing datasets across images, audio, time series, and text.

9373 years ago
awesome-robotics-datasets
awesome-robotics-datasets

A curated collection of robotics and computer vision datasets for research and development.

5104 years ago
Awesome Explainable AI
Awesome Explainable AI

A curated collection of research papers, books, courses, and Python libraries for explainable AI (XAI) and machine learning interpretability.

Markdown1,6473 months ago
Awesome Fairness in AI
Awesome Fairness in AI

A curated list of resources for understanding, measuring, and mitigating fairness issues in artificial intelligence and machine learning systems.

3342 years ago
Awesome Machine Learning Interpretability
Awesome Machine Learning Interpretability

A curated list of practical resources for responsible machine learning, covering interpretability, governance, safety, and ethics.

4,0435 days ago
Awesome Production Machine Learning
Awesome Production Machine Learning

A curated list of awesome open-source libraries for deploying, monitoring, versioning, and scaling production machine learning systems.

20,6044 days ago
Awesome Video Text Retrieval
Awesome Video Text Retrieval

A curated list of deep learning resources for video-text retrieval, including papers, implementations, and datasets.

6452 years ago
Awesome Image-to-Image Translation
Awesome Image-to-Image Translation

A curated collection of resources, papers, and frameworks for image-to-image translation research and applications.

1,2348 months ago
Awesome Image Inpainting
Awesome Image Inpainting

A curated list of academic papers and resources for image and video inpainting techniques.

Python2,1763 months ago
Awesome Deep HDR
Awesome Deep HDR

A curated list of deep learning research papers and implementations for high dynamic range image and video synthesis.

4171 year ago
Awesome Video Generation
Awesome Video Generation

A curated list of 257+ research papers on video generation, representation learning, and related topics like reinforcement learning.

805 years ago
Awesome GAN applications
Awesome GAN applications

A curated list of awesome Generative Adversarial Network (GAN) applications and demonstrations across various domains.

5,1002 years ago
Awesome Generative Modeling
Awesome Generative Modeling

A curated archive of research papers and resources on generative modeling, covering GANs, image synthesis, 3D generation, and applications.

1575 years ago
Awesome Image Classification
Awesome Image Classification

A curated list of deep learning image classification papers and their code implementations since 2014.

3,0604 years ago
Awesome Deep Learning
Awesome Deep Learning

A curated list of awesome deep learning tutorials, projects, and communities.

28,3761 year ago
Awesome Machine Learning in Biomedical(Healthcare) Imaging
Awesome Machine Learning in Biomedical(Healthcare) Imaging

A curated collection of resources for applying machine learning to biomedical and healthcare imaging applications.

726 years ago
Awesome Human Pose Estimation
Awesome Human Pose Estimation

A curated collection of papers, datasets, and resources for 2D/3D human pose estimation, mesh representation, and related computer vision tasks.

1,3735 years ago
Awesome Deep Learning for Video Analysis
Awesome Deep Learning for Video Analysis

A curated collection of papers, code, and datasets for deep learning and multimodal learning in video analysis.

8414 years ago
Awesome Vision + Language
Awesome Vision + Language

A curated list of recent research papers and resources on Vision and Language Pre-trained Models (VL-PTMs).

1,1573 years ago
Awesome Robotics
Awesome Robotics

A curated list of robotics resources including courses, books, software, conferences, journals, competitions, and companies.

6,6471 year ago
Awesome Visual Transformer
Awesome Visual Transformer

A curated collection of research papers and resources on Vision Transformers (ViT) for computer vision tasks.

3,5851 year ago
Awesome Embodied Vision
Awesome Embodied Vision

A curated reading list of papers, datasets, and simulators for embodied vision research, covering navigation, interaction, and reasoning.

7061 year ago
Awesome Anomaly Detection
Awesome Anomaly Detection

A curated list of research papers, datasets, and resources for anomaly detection in time-series, video, and image data.

2,8883 years ago
Awesome Makeup Transfer
Awesome Makeup Transfer

A curated list of resources for makeup and hairstyle transfer research using computer vision and generative AI.

2805 months ago
Awesome Learning with Label Noise
Awesome Learning with Label Noise

A curated collection of academic papers, code, and resources for learning with noisy labels in machine learning.

2,7161 year ago
Awesome Deblurring
Awesome Deblurring

A curated list of academic papers, datasets, and resources for image and video deblurring research.

2,89211 months ago
Awsome Deep Geometry Learning
Awsome Deep Geometry Learning

A curated list of deep learning resources for 3D shape processing, covering classification, reconstruction, and generation.

3614 years ago
Awesome Image Distortion Correction
Awesome Image Distortion Correction

A curated list of academic papers, datasets, and code for correcting rolling shutter effects, radial distortions, and text distortions in images and videos.

2822 years ago
Awesome Document Understanding
Awesome Document Understanding

A curated list of resources for Document Understanding (DU), covering research, datasets, tools, and applications in Intelligent Document Processing.

1,5203 years ago

Vision

12 projects
Computer Vision: Models, Learning, and Inference
computervisionmodels.com
Computer Vision: Theory and Application
szeliski.org
Computer Vision: A Modern Approach (2nd edition)
amazon.com
Multiple View Geometry in Computer Vision
robots.ox.ac.uk
Computer Vision
amazon.com
Vision Science: Photons to Phenomenology
amazon.com
Visual Object Recognition synthesis lecture
morganclaypool.com
Computer Vision for Visual Effects
cvfxbook.com
High dynamic range imaging: acquisition, display, and image-based lighting
amazon.com
Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics
people.csail.mit.edu
Image Processing and Analysis
amazon.com
Computer Vision, From 3D Reconstruction to Recognition
web.stanford.edu

OpenCV Programming

3 projects
Learning OpenCV: Computer Vision with the OpenCV Library
amazon.com
Practical Python and OpenCV
pyimagesearch.com
OpenCV Essentials
amazon.com

Learning

9 projects
Pattern Recognition and Machine Learning
research.microsoft.com
Neural Networks for Pattern Recognition
engineering.upm.ro
Probabilistic Graphical Models: Principles and Techniques
pgm.stanford.edu
Pattern Classification
amazon.com
Machine Learning
amazon.com
Gaussian processes for machine learning
gaussianprocess.org
CS 156
work.caltech.edu
Neural Networks and Deep Learning
neuralnetworksanddeeplearning.com
Bayesian Reasoning and Machine Learning
cs.ucl.ac.uk

Fundamentals

1 projects
Linear Algebra and Its Applications
amazon.com