Computer vision

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Computer vision
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​OpenCV - Open Source Computer Vision Library.
​Gluon CV Toolkit - Provides implementations of the sate-of-the-art (SOTA) deep learning models in computer vision.
​Pythia - Modular framework for vision and language multimodal research. Built on top of PyTorch.
​video-object-removal - Just draw a bounding box and you can remove the object you want to remove.
​GoCV - Go package for computer vision using OpenCV 4 and beyond.
​Sandbox for training convolutional networks for computer vision​
​Get started with Computer Vision, Deep Learning, and OpenCV​
​TorchCV - PyTorch-Based Framework for Deep Learning in Computer Vision.
​AI Habitat - Flexible, high-performance 3D simulator for Embodied AI research.
​Kornia - Open Source Differentiable Computer Vision Library for PyTorch.
​Roboflow - Raw images to trained computer vision model.
​PySlowFast - Open source video understanding codebase from FAIR that provides state-of-the-art video classification models.
​How to Convert a Picture to Numbers​
​Awesome Computer Vision​
​The Ancient Secrets of Computer Vision (2018)​
​Variational Methods for Computer Vision lectures (2013)​
​Classy Vision - New end-to-end, PyTorch-based framework for large-scale training of state-of-the-art image and video classification models.
​Meshroom - 3D Reconstruction Software.
​AliceVision - Photogrammetric Computer Vision Framework. (Code) (GitHub)
​PyTorch3d - Provides efficient, reusable components for 3D Computer Vision research with PyTorch.
​Face Recognition - World's simplest facial recognition api for Python and the command line.
​Deep Hough Voting for 3D Object Detection in Point Clouds​
​Point Cloud Library - Standalone, large scale, open project for 2D/3D image and point cloud processing.
​Disappearing-People - Removing people from complex backgrounds in real time using TensorFlow.js in the web browser. (HN)
​Best Practices, code samples, and documentation for Computer Vision​
​Computer Vision Basics in Microsoft Excel​
​PolyGen: An Autoregressive Generative Model of 3D Meshes (2020)​
​Sophus - C++ implementation of Lie Groups using Eigen.
​SOLT - Streaming over lightweight data transformations.
​Awesome Interaction-aware Behavior and Trajectory Prediction​
​SynSin: End-to-end View Synthesis from a Single Image (2020) (Code)
​Pixel2Mesh - Generating 3D Mesh Models from Single RGB Images.
​First Order Motion Model for Image Animation (Code)
​PyTorch improved version of TPAMI 2017 paper: Face Alignment in Full Pose Range: A 3D Total Solution​
​Learning to See Through Obstructions​
​Learning to Cluster Faces on an Affinity Graph (LTC)​
​Avatarify - Avatars for Zoom and Skype.
​SPSR - PyTorch implementation of Structure-Preserving Super Resolution with Gradient Guidance.
​OISR-PyTorch - PyTorch implementation of "ODE-inspired Network Design for Single Image Super-Resolution.
​3D Photography using Context-aware Layered Depth Inpainting​
​CenterMask : Real-Time Anchor-Free Instance Segmentation​
​Interview with Dmytro Mushkin | Computer Vision Research | Kaggle, ML & Education (2020)​
​Pytorch code for ICLR-20 Paper "Learning to Explore using Active Neural SLAM"​
​FaceTracker - Real time deformable face tracking in C++ with OpenCV 3.
​Awesome Super Resolution​
​Adversarial Latent Autoencoders​
​ElasticFusion - Real-time dense visual SLAM system capable of capturing comprehensive dense globally consistent surfel-based maps of room scale environments explored using an RGB-D camera.
​StegaStamp: Invisible Hyperlinks in Physical Photographs​
​Pose Animator - Takes a 2D vector illustration and animates its containing curves in real-time based on the recognition result from PoseNet and FaceMesh. (HN)
​fvcore - Collection of common code that's shared among different research projects in FAIR computer vision team.
​Making Sense of Vision and Touch: Multimodal Representations for Contact-Rich Tasks (2020)​
​ScreenPoint - Project an image centroid to another image using OpenCV.
​U^2-Net - Code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection".
​TorchIO - Tools for medical image processing in deep learning.
​Real time Image Animation in OpenCV using first order model (HN)
​OpenMV (Open-Source Machine Vision) - Aims at making machine vision more accessible to beginners by developing a user-friendly, open-source, low-cost machine vision platform.
​TSD - 1st place models in Google OpenImage Detection Challenge 2019.
​Training-Time-Friendly Network for Real-Time Object Detection​
​Big Transfer (BiT): General Visual Representation Learning​
​Fast Human Pose Estimation CVPR2019​
​Deep High-Resolution Representation Learning for Human Pose Estimation​
​Background Matting: The World is Your Green Screen​
​DE⫶TR: End-to-End Object Detection with Transformers​
​PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization​
​Tracking Objects as Points​
​VIBE - Video Inference for Human Body Pose and Shape Estimation.
​SRZoo - Integrated repository for super-resolution using deep learning.
​mAP (mean Average Precision) - Evaluates the performance of your neural net for object recognition.
​Neural Pose Transfer by Spatially Adaptive Instance Normalization (2020)​
​Awesome Neural Rendering​
​Learning To Classify Images Without Labels​
​Deep Leakage From Gradients (2019)​
​3Dflow - Offers customized computer vision software solutions.
​labelme - Image Polygonal Annotation with Python.
​imgviz - Image Visualization Tools.
​Attention-Guided Hierarchical Structure Aggregation for Image Matting​
​YOLOv5 Is Here: State-of-the-Art Object Detection at 140 FPS (2020) (HN) (Code)
​DetectoRS - Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution.
​PyTorch implementation of paper Real-time Facial Surface Geometry from Monocular Video on Mobile GPUs​
​VirTex: Learning Visual Representations from Textual Annotations​
​High-Resolution 3D Human Digitization from A Single Image​
​FairMOT - Simple baseline for one-shot multi-object tracking.
​Implicit Neural Representations with Periodic Activation Functions (2020)​
​MSeg: A Composite Dataset for Multi-Domain Segmentation​
​Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results​
​MMDetection - OpenMMLab Detection Toolbox and Benchmark.
​Fourier Feature Networks in TensorFlow 2​
​Computer Vision Lab | ETH Zurich​
​PyTorch Computer Vision Library for Experts and Beginners (2020)​
​Computer Vision Pretrained Models​
​Fawkes: Image “Cloaking” for Personal Privacy (HN)
​Motion - Software motion detector.
​Supervised 3D Mesh Reconstruction (2020)​
​NeRF in the Wild - Neural Radiance Fields for Unconstrained Photo Collections.
​NASA: Neural Articulated Shape Approximation (2020)​
​An Overview of Deep Learning Architectures in Few-Shot Learning Domain (2020)​
​FutureMapping: The Computational Structure of Spatial AI Systems (2018) (Tweet)
​Optimal Peanut Butter and Banana Sandwiches (2020) (Twitter)
​Gesture Recognition with Line Integrals (Code)
​Computer Vision: Looking Back to Look Forward (2020)​
​DAIN (Depth-Aware Video Frame Interpolation)​
​Picsellia - Development platform dedicated to Computer Vision.
​Official implementation of "PifPaf: Composite Fields for Human Pose Estimation" in PyTorch​
​Object Recognition with Gradient-Based Learning (1999)​
​Imaginaire - NVIDIA PyTorch GAN library with distributed and mixed precision support. (Docs)
​DeepBackSub - Virtual Video Device for Background Replacement with Deep Semantic Segmentation.
​Awesome Tiny Object Detection​
​Flow-edge Guided Video Completion​
​5 Things to look for in a Computer Vision startup job (2020)​
​Transformers for Image Recognition at Scale (2020) (HN)
​nnU-Net - Segmentation method that is designed to deal with the dataset diversity.
​batchgenerators - Framework for data augmentation for 2D and 3D image classification and segmentation.
​Lookuq - App to create object detection projects without coding. (HN)
​InsightFace - Face Analysis Project on MXNet. (Web)
​PyTorch implementation of SwAV (Swapping Assignments between Views)​
​Asymmetric Loss For Multi-Label Classification in PyTorch​
​Antialiased CNNs - Making Convolutional Networks Shift-Invariant Again.
​Perceptual Similarity Metric and Dataset - Unreasonable Effectiveness of Deep Features as a Perceptual Metric.
​Deep Learning Anime Papers​
​Vision Transformer - Models from the paper An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
​Handsfree.js - Wrapper library around computer vision models for working with face pointers, assistive tech, and creative expression. (Web)
​ZeroQ: A Novel Zero Shot Quantization Framework​
​SqueezeNext - Contains the Caffe implementation of SqueezeNext.
​ANODE: Adjoint Based Neural ODEs​
​Python Video Stabilization using OpenCV​
​Recent Advances in Vision and Language PreTrained Models (VL-PTMs)​
​TorchCV - PyTorch vision library mimics ChainerCV.
​Vision Transformer in PyTorch​
​MedicalTorch - Medical imaging framework for PyTorch. (Docs)
​imagecluster - Cluster images based on image content using a pre-trained deep neural network, optional time distance scaling and hierarchical clustering.
​Detecto - Build fully-functioning computer vision models with PyTorch. (Docs)
​EmoPy - Deep neural net toolkit for emotion analysis via Facial Expression Recognition (FER).
​PyTorch Implementation of "NVAE: A Deep Hierarchical Variational Autoencoder"​
​Label Decoupling Framework for Salient Object Detection​
​MONAI - PyTorch-based, open-source framework for deep learning in healthcare imaging, part of PyTorch Ecosystem. (Web)
​Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection​
​Faster R-CNN Explained for Object Detection Tasks (2020)​
​How to Install OpenCV on a Raspberry Pi (2020)​
​Contextual Encoder-Decoder Network for Visual Saliency Prediction​
​PyImageSearch - Master Computer Vision, Deep Learning, and OpenCV.
​Natural Adversarial Examples - Harder ImageNet Test Set.
​How to upload 50 OpenCV frames into cloud storage within 1 second (2020)​
​Egocentric Videoconferencing (2020) - Method for egocentric videoconferencing that enables handsfree video calls, for instance by people wearing smart glasses or other mixedreality devices. (Video overview)
​gradslam - Open source differentiable dense SLAM library for PyTorch.
​High-Resolution Daytime Translation Without Domain Labels​
​Holistically-Nested Edge Detection​
​pycls - Image classification codebase, written in PyTorch.
​PyTorch implementation of High-Fidelity Generative Image Compression + Routines for neural image compression​
​How Useful is Self-Supervised Pretraining for Visual Tasks?​
​PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models​
​InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB Image​
​Multi-object trackers in Python - Easy to use implementation of various multi-object tracking algorithms.
​Stanford Vision and Learning Lab (GitHub)
​Learning computer vision. Overview of methods and software (2018)​
​Image embeddings. Image similarity and building (2020) (Code)
​All You Need to Know About Object Detection Systems (2020)​
​Lightly - Computer vision framework for self-supervised learning.
​DISK: Learning local features with policy gradient (2020) (Code)
​Caer - Lightweight Computer Vision library for high-performance AI research. (Intro)
​Awesome Image to Image Translation Papers​
​EfficientDet: Scalable and Efficient Object Detection, in PyTorch​
​UNet: semantic segmentation with PyTorch​
​Exploring Simple Siamese Representation Learning (2020) (Code)
​Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions​
​Deformable Neural Radiance Fields​
​Timeception for Complex Action Recognition (2019) (Code)
​Programming Computer Vision with Python (2014) (Code) (Notes)
​Fast and Accurate One-Stage Space-Time Video Super-Resolution (2020)​
​pixelNeRF: Neural Radiance Fields from One or Few Images (2020) (Code)
​vedadet - Single stage object detector toolbox based on PyTorch.
​OneNet: End-to-End One-Stage Object Detection by Classification Cost​
​Consistent Video Depth Estimation - Estimate dense, flicker-free, geometrically consistent depth from monocular video, for example hand-held cell phone video.
​Implicit Neural Representations with Periodic Activation Functions​
​Computational Imaging Stanford Lab​
​Trimap-Free Solution for Portrait Matting in Real Time​
​Local Light Field Fusion​
​Awesome Crowd Counting​
​Neural Sparse Voxel Fields (NSVF)​
​One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencing (2020) (Tweet)
​SharpAI DeepCamera - Source stack for machine learning engineering with private deployment and AutoML for edge computing. (HN)
​Contrastive learning of global and local features for medical image segmentation with limited annotations​
​Real-Time High-Resolution Background Matting (2020) (Code)
​Torchreid - Deep learning person re-identification in PyTorch.
​Unsupervised Embedding Learning via Invariant and Spreading Instance Feature​
​img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation​
​SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection​
​PCT: Point Cloud Transformer (2020) (Code)
​Learning Continuous Image Representation with Local Implicit Image Function (2020) (Code)
​Computer Vision Annotation Tool (CVAT)​
​DeiT: Data-efficient Image Transformers​
​Awesome Implicit Neural Representations​
​ImageAI - Python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities. (Web)
​RAIVN Lab - Reasoning, AI and VisioN (RAIVN) Lab. (GitHub)
​Norfair - Customizable lightweight Python library for real-time 2D object tracking.
​Universal Style Transfer in PyTorch​
​NVIDIA Deep learning Dataset Synthesizer (NDDS)​
​Object Detection at 2530 FPS with TensorRT and 8-Bit Quantization (2020)​
​HTML4Vision - Simple HTML visualization tool for computer vision research.
​Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders​
​Taming Transformers for High-Resolution Image Synthesis​
​X-Temporal - Easily implement SOTA video understanding methods with PyTorch on multiple machines and GPUs.
​NanoDet - Super fast and lightweight anchor-free object detection model. Real-time on mobile devices.
​PyTorch Image Models​
​Awesome Vision and Language - Curated list of awesome vision and language resources.
​DropBlock: A regularization method for convolutional networks (2018) (Code)
​Glasses - Compact, concise and customizable deep learning computer vision library. (Web)
​Explorable Super Resolution (2019)​
​PySceneDetect - Python and OpenCV-based scene cut/transition detection program & library.
​Best Practices for Building Computer Vision Models (2021)​
​TIDE - General Toolbox for Identifying Object Detection Errors.
​Sparse R-CNN: End-to-End Object Detection with Learnable Proposals (2020) (Code)
​Unsplash Image Search - Search photos on Unsplash using natural language.
​Kimera Semantics - Real-Time 3D Semantic Reconstruction from 2D data.
​Voxblox++ - Volumetric object-level semantic mapping framework.
​Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Surfaces (Code)
​Non-Rigid Neural Radiance Fields: Reconstruction and Novel View Synthesis of a Deforming Scene from Monocular Video (2020) (Code)
​DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation (2019) (Code)
​Awesome Neural Radiance Fields​
​D2Det: Towards High Quality Object Detection and Instance Segmentation (2020)​
​DetCo: Unsupervised Contrastive Learning for Object Detection (2021) (Code)
​Computer Vision Video Lectures - Curated list of free, high-quality, university-level courses with video lectures related to the field of Computer Vision.
​Cord - Training data toolbox for computer vision. (HN)
​Text-Guided Editing of Images (Using CLIP and StyleGAN)​
​torchvision - Datasets, Transforms and Models specific to Computer Vision. (Web)
​MeInGame: Create a Game Character Face from a Single Portrait (2021) (Code)
​Awesome Deep Vision​
​dataset-tools - Tools for quickly normalizing image datasets.
​Using Streamlit to visualize object detection output (2021)​
​Mobile Computer Vision @ Facebook​
Optical character recognition
Procedural generation
Last modified 5mo ago
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