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The Top 225 Optical Flow Open Source Projects on Github

Categories > Mathematics > Optical Flow
Deep Learning For Tracking And Detection ⭐ 1,917
Collection of papers, datasets, code and other resources for object tracking and detection using deep learning
Voxelmorph ⭐ 1,391
Unsupervised Learning for Image Registration
Pwc Net ⭐ 918
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume, CVPR 2018 (Oral)
Flownet2 ⭐ 893
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
Vpp ⭐ 620
Video++, a C++14 high performance video and image processing library.
Optical.flow.demo ⭐ 523
A project that uses optical flow and machine learning to detect aimhacking in video clips.
Liteflownet ⭐ 482
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation, CVPR 2018 (Spotlight paper, 6.6%)
Pyflow ⭐ 478
Fast, accurate and easy to run dense optical flow with python wrapper
Mmflow ⭐ 401
OpenMMLab optical flow toolbox and benchmark
Flownet2 Tf ⭐ 362
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
Selflow ⭐ 351
SelFlow: Self-Supervised Learning of Optical Flow
Tfoptflow ⭐ 330
Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018)
Df Vo ⭐ 316
Depth and Flow for Visual Odometry
Cc ⭐ 283
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation
Maskflownet ⭐ 274
[CVPR 2020, Oral] MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask
Pysteps ⭐ 247
Python framework for short-term ensemble prediction systems.
Toflow ⭐ 245
TOFlow: Video Enhancement with Task-Oriented Flow
Clover ⭐ 235
ROS-based framework and RPi image to control PX4-powered drones 🍀
Unflow ⭐ 217
UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss
Ransac Flow ⭐ 201
(ECCV 2020) RANSAC-Flow: generic two-stage image alignment
Liteflownet2 ⭐ 200
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization, TPAMI 2020
Opticalflowtoolkit ⭐ 194
Python-based optical flow toolkit for existing popular dataset
Df Net ⭐ 175
[ECCV 2018] DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency
Hidden Two Stream ⭐ 168
Caffe implementation for "Hidden Two-Stream Convolutional Networks for Action Recognition"
Spynet ⭐ 152
Spatial Pyramid Network for Optical Flow
Tfvos ⭐ 150
Semi-Supervised Video Object Segmentation (VOS) with Tensorflow. Includes implementation of *MaskRNN: Instance Level Video Object Segmentation (NIPS 2017)* as part of the NIPS Paper Implementation Challenge.
Video2tfrecord ⭐ 142
Easily convert RGB video data (e.g. .avi) to the TensorFlow tfrecords file format for training e.g. a NN in TensorFlow. This implementation allows to limit the number of frames per video to be stored in the tfrecords.
Frvsr ⭐ 141
Frame-Recurrent Video Super-Resolution (official repository)
Py Denseflow ⭐ 138
Extract TVL1 optical flows in python (multi-process && multi-server)
Matnet ⭐ 137
Motion-Attentive Transition for Zero-Shot Video Object Segmentation (AAAI2020)
Densematchingbenchmark ⭐ 136
Dense Matching Benchmark
Flownet2 Docker ⭐ 124
Dockerfile and runscripts for FlowNet 2.0 (estimation of optical flow)
Netdef_models ⭐ 123
Repository for different network models related to flow/disparity (ECCV 18)
Opticalflow_visualization ⭐ 111
Python optical flow visualization following Baker et al. (ICCV 2007) as used by the MPI-Sintel challenge
Video_features ⭐ 110
Extract video features from raw videos using multiple GPUs. We support RAFT and PWC flow frames as well as I3D, R(2+1)D, VGGish, ResNet features.
Flownet2.pytorch ⭐ 104
Off-the-shelf FlowNet module in PyTorch-0.3.0
Back2future.pytorch ⭐ 98
Unsupervised Learning of Multi-Frame Optical Flow with Occlusions
Vcn ⭐ 94
Volumetric Correspondence Networks for Optical Flow, NeurIPS 2019.
Arflow ⭐ 94
The official PyTorch implementation of the paper "Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation".
Ficm ⭐ 94
🎮 [IJCAI'20][ICLR'19 Workshop] Flow-based Intrinsic Curiosity Module. Playing SuperMario with RL agent and FICM!
Optical Flow ⭐ 90
This repository is for my article "Introduction to Motion Estimation with Optical Flow" on the Nanonets blog.
Kfnet ⭐ 88
KFNet: Learning Temporal Camera Relocalization using Kalman Filtering (CVPR 2020 Oral)
Bridgedepthflow ⭐ 87
Bridging Stereo Matching and Optical Flow via Spatiotemporal Correspondence, CVPR 2019
Denseflow ⭐ 83
Extracting optical flow and frames
Ddflow ⭐ 80
DDFlow: Learning Optical Flow with Unlabeled Data Distillation
Dispnet Flownet Docker ⭐ 72
Dockerfile and runscripts for DispNet and FlowNet1 (estimation of disparity and optical flow)
Pwcnet ⭐ 64
PWC-Network with TensorFlow
Objectflow ⭐ 60
Implemenation of the paper: "Video Segmentation via Object Flow", Y.-H. Tsai, M.-H. Yang and M. J. Black, CVPR 2016
Humanflow ⭐ 58
Learning Human Optical Flow
Pyoptflow ⭐ 56
Optical Flow estimation in pure Python
Motion Rcnn ⭐ 55
Motion R-CNN: Mask R-CNN with support for 3D motion estimation (prototype)
Pytoflow ⭐ 54
The py version of toflow → https://github.com/anchen1011/toflow
Fastflownet ⭐ 53
A lightweight deep network for fast and accurate optical flow estimation.
Avatar Facial Landmark Detection ⭐ 53
A method about optimizing the facial landmark detection based on Kalman Filter, Optical Flow and Dlib
Voof ⭐ 50
Visual odometry using optical flow and neural networks
Awesome Optical Flow ⭐ 46
This is a list of awesome paper about optical flow and related work.
Flowattack ⭐ 46
Attacking Optical Flow (ICCV 2019)
Eskf ⭐ 45
ROS Error-State Kalman Filter based on PX4/ecl. Performs GPS/Magnetometer/Vision Pose/Optical Flow/RangeFinder fusion with IMU
Ezflow ⭐ 45
A modular PyTorch library for optical flow estimation using neural networks
Doplearning ⭐ 44
Code for "Unsupervised Learning of Depth, Optical Flow and Pose with Occlusion from 3D Geometry"
Im2flow ⭐ 44
Im2Flow: Motion Hallucination from Static Images for Action Recognition (CVPR 2018)
Super Slomo Tf2 ⭐ 43
Tensorflow 2 implementation of Super Slo Mo paper
Crowdflow ⭐ 43
Optical Flow Dataset and Benchmark for Visual Crowd Analysis
Back2future ⭐ 39
Unsupervised Learning of Multi-Frame Optical Flow with Occlusions
Flownet2.tf ⭐ 36
Off-the-shelf FlowNet module in TensorFlow-1.2.0
Glsl Optical Flow ⭐ 34
Optical flow shader for WebGL - BYORenderer.
Vision Based_estimations ⭐ 33
Vision-based Robot 3D Pose and Velocities Estimations
Adns3080 ⭐ 33
Example code for the ADNS-3080 optical flow sensor
Briefmatch ⭐ 32
BriefMatch real-time GPU optical flow
Optical Flow Gpu Docker ⭐ 32
Compute dense optical flow using TV-L1 algorithm with NVIDIA GPU acceleration.
Computer Vision ⭐ 32
Cool Vision projects
Rloflib ⭐ 32
Robust Local Optical Flow (RLOF)
Maskflownet Pytorch ⭐ 30
Pytorch implementation of MaskFlownet
Real Time Abnormal Events Detection And Tracking In Surveillance System ⭐ 30
The main abnormal behaviors that this project can detect are: Violence, covering camera, Choking, lying down, Running, Motion in restricted areas. It provides much flexibility by allowing users to choose the abnormal behaviors they want to be detected and keeps track of every abnormal event to be reviewed. We used three methods to detect abnormal behaviors: Motion influence map, Pattern recognition models, State event model. For multi-camera tracking, we combined a single camera tracking algorithm with a spatial based algorithm.
Deepof ⭐ 27
TensorFlow implementation for "Guided Optical Flow Learning"
Correlation_flow ⭐ 26
ROS package for Correlation Flow (ICRA 2018)
Eppm ⭐ 25
CUDA implementation of the paper "Fast Edge-Preserving PatchMatch for Large Displacement Optical Flow" in CVPR 2014.
Guidednet ⭐ 25
Caffe implementation for "Guided Optical Flow Learning"
Pytrx ⭐ 24
PyTrx is a Python object-oriented programme created for the purpose of calculating real-world measurements from oblique images and time-lapse image series. Its primary purpose is to obtain velocities, surface areas, and distances from oblique, optical imagery of glacial environments.
Deep Action Detection ⭐ 23
Multi-stream CNN architectures for action detection with actor-centric filtering
Flownet2 Colab ⭐ 23
Google Colab notebook for running Nvidia flownet2-pytorch
Netdef Docker ⭐ 22
DispNet3, FlowNet3, FlowNetH, SceneFlowNet -- in Docker
Pclnet ⭐ 21
Unsupervised Learning for Optical Flow Estimation Using Pyramid Convolution LSTM.
Optiflow ⭐ 21
Optical flow plugin for Unreal Engine 4
Joint Motion Estimation And Segmentation ⭐ 20
[MICCAI'18] Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences
Slamp ⭐ 19
SLAMP: Stochastic Latent Appearance and Motion Prediction
Face Detection And Tracking ⭐ 18
Face Detection and tracking using CamShift, Kalman Filter, Optical Flow
Flow Io Opencv ⭐ 18
Fork and OpenCV wrapper of the optical flow I/O and visualization code provided as part of the Sintel dataset [1].
Adas ⭐ 17
Surround View System for Detecting close Obstacles
Humanflow2 ⭐ 17
Official repository of Learning Multi-Human Optical Flow (IJCV 2019)
Pytyphoon ⭐ 17
Python implementation of Typhoon algorithm: dense estimation of 2D-3D optical flow on wavelet bases.
Lucas Kanade Tracking And Correlation Filters ⭐ 16
An implementation of several tracking algorithms based on Lucas Kanade algorithms
Motion Estimation Using Speeded Up Robust Features Surf And Oriented Fast Rotated Brief Orb ⭐ 16
Activity Recognition ⭐ 16
Multilevel model for activity recognition in basketball using Optical Flow, LSTM and CNN
Epc ⭐ 16
Every Pixel Counts ++: Joint Learning of Geometry and Motion with 3D Holistic Understanding
Unrigidflow ⭐ 15
Official PyTorch Implementation of Unsupervised Learning of Scene Flow Estimation Fusing with Local Rigidity
Video Dataset To Optical Flow ⭐ 14
由视频数据集生成optical flow，frames，warped flow
Correlationlayer ⭐ 14
Pure Pytorch implementation of Correlation Layer that commonly used in learning based optical flow estimator
Optical Flow Based Obstacle Avoidance ⭐ 13
Image based obstacle avoidance using optical flow
Dvtsr ⭐ 12
PyTorch Implementation of "Robust Temporal Super-Resolution for Dynamic Motion Video", ICCVW, AIM2019
1-100 of 225 projects

Related Projects

Python Optical Flow Projects (120)
Computer Vision Optical Flow Projects (57)
Deep Learning Optical Flow Projects (51)
C Plus Plus Optical Flow Projects (40)
Python Computer Vision Optical Flow Projects (30)
Opencv Optical Flow Projects (30)
Python Deep Learning Optical Flow Projects (27)
Pytorch Optical Flow Projects (24)
Advertising 📦 9
All Projects
Application Programming Interfaces 📦 120
Applications 📦 181
Artificial Intelligence 📦 72
Blockchain 📦 70
Build Tools 📦 111
Cloud Computing 📦 79
Code Quality 📦 28
Collaboration 📦 30
Command Line Interface 📦 48
Community 📦 81
Companies 📦 60
Compilers 📦 60
Computer Science 📦 74
Configuration Management 📦 39
Content Management 📦 167
Control Flow 📦 197
Data Formats 📦 77
Data Processing 📦 266
Data Storage 📦 132
Economics 📦 60
Frameworks 📦 198
Games 📦 122
Graphics 📦 103
Hardware 📦 148
Integrated Development Environments 📦 47
Learning Resources 📦 147
Legal 📦 28
Libraries 📦 119
Lists Of Projects 📦 21
Machine Learning 📦 336
Mapping 📦 61
Marketing 📦 15
Mathematics 📦 55
Media 📦 228
Messaging 📦 97
Networking 📦 304
Operating Systems 📦 84
Operations 📦 120
Package Managers 📦 52
Programming Languages 📦 229
Runtime Environments 📦 96
Science 📦 42
Security 📦 375
Social Media 📦 26
Software Architecture 📦 70
Software Development 📦 68
Software Performance 📦 57
Software Quality 📦 127
Text Editors 📦 45
Text Processing 📦 131
User Interface 📦 310
User Interface Components 📦 465
Version Control 📦 29
Virtualization 📦 68
Web Browsers 📦 38
Web Servers 📦 25
Web User Interface 📦 194
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