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awesome-stars

A curated list of my GitHub stars!
https://github.com/AtomScott/awesome-stars

Last synced: 5 days ago
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  • Python

    • pytorch-image-models - PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
    • DiffusionDet - PyTorch implementation of DiffusionDet (https://arxiv.org/abs/2211.09788)
    • rallytrack
    • seedir - A Python package for creating, editing, and reading folder tree diagrams
    • focal_segmentation - semantic segmentation with focal loss
    • HRNet-Facial-Landmark-Detection - This is an official implementation of facial landmark detection for our TPAMI paper "Deep High-Resolution Representation Learning for Visual Recognition". https://arxiv.org/abs/1908.07919
    • C-OBSO
    • MOTCOM - Official PyTorch implementation of MOTCOM: The Multi-Object Tracking Dataset Complexity Metric presented at ECCV 2022
    • Unicorn - [ECCV'22 Oral] Towards Grand Unification of Object Tracking
    • swifter - A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
    • betty - Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization
    • aiaccel - A hyperparameter optimization library for the ABCI.
    • SportsMOT - A Large-Scale Multi-Object Tracking Dataset in Sports Scenes
    • multi-object-tracker - Multi-object trackers in Python
    • animplotlib - A thin wrapper around the matplotlib FuncAnimation class.
    • bounding-box - Bounding Box is a library to plot pretty bounding boxes with a simple Python API.
    • deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.
    • cookiecutter-hypermodern-python - Hypermodern Python Cookiecutter
    • torch-foresight - 🧠:mag: Tools for characterizing and predicting the dynamics of neural nets built with PyTorch
    • ISC21-Descriptor-Track-1st - The 1st Place Solution of the Facebook AI Image Similarity Challenge (ISC21) : Descriptor Track.
    • CenterNet - Object detection, 3D detection, and pose estimation using center point detection:
    • Video-Dataset-Loading-Pytorch - Generic PyTorch dataset implementation to load and augment VIDEOS for deep learning training loops.
    • data - A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
    • yoga-82 - Yoga-82 dataset evaluation
    • ma-gym - A collection of multi agent environments based on OpenAI gym.
    • awesome-quant - A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)
    • yfinance - Download market data from Yahoo! Finance's API
    • DeFMO - [CVPR 2021] DeFMO: Deblurring and Shape Recovery of Fast Moving Objects
    • gpu_dbscan - GPU version of DBSCAN using FB's faiss
    • pysen - Python linting made easy. Also a casual yet honorific way to address individuals who have entered an organization prior to you.
    • goturn-pytorch - GOTURN tracking implemented in PyTorch
    • d3s - D3S - Discriminative Single Shot Segmentation Tracker (CVPR 2020)
    • model_search
    • review_object_detection_metrics - Object Detection Metrics. 14 object detection metrics: mean Average Precision (mAP), Average Recall (AR), Spatio-Temporal Tube Average Precision (STT-AP). This project supports different bounding box formats as in COCO, PASCAL, Imagenet, etc.
    • Object-Detection-Metrics - Most popular metrics used to evaluate object detection algorithms.
    • loss-landscape - Code for visualizing the loss landscape of neural nets
    • RAFT
    • pytorch-optimizer - torch-optimizer -- collection of optimizers for Pytorch
    • sam - SAM: Sharpness-Aware Minimization (PyTorch)
    • AdaBound - An optimizer that trains as fast as Adam and as good as SGD.
    • nfnets-pytorch - NFNets and Adaptive Gradient Clipping for SGD implemented in PyTorch. Find explanation at tourdeml.github.io/blog/
    • kaggle-api - Official Kaggle API
    • lightning-flash - Your PyTorch AI Factory - Flash enables you to easily configure and run complex AI recipes for over 15 tasks across 7 data domains
    • TamakEriFever - AI for google research football
    • temporal-shift-module - [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
    • vit-pytorch - Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
    • torchprof - PyTorch layer-by-layer model profiler
    • Towards-Realtime-MOT - Joint Detection and Embedding for fast multi-object tracking
    • PrettyErrors - Prettify Python exception output to make it legible.
    • BackgroundMattingV2 - Real-Time High-Resolution Background Matting
    • FractalDB-Pretrained-ResNet-PyTorch - Pre-training without Natural Images (ACCV 2020 Best Paper Honorable Mention Award)
    • image-background-remove-tool - ✂️ Automated high-quality background removal framework for an image using neural networks. ✂️
    • FGVC - [ECCV 2020] Flow-edge Guided Video Completion
    • torchdatasets - PyTorch dataset extended with map, cache etc. (tensorflow.data like)
    • robust-pca - A simple Python implementation of R-PCA
    • imutils - A series of convenience functions to make basic image processing operations such as translation, rotation, resizing, skeletonization, and displaying Matplotlib images easier with OpenCV and Python.
    • pyannote-audio - Neural building blocks for speaker diarization: speech activity detection, speaker change detection, overlapped speech detection, speaker embedding
    • pyannote-video - Face detection, tracking and clustering in videos
    • VideoPose3D - Efficient 3D human pose estimation in video using 2D keypoint trajectories
    • lightweight-human-pose-estimation-3d-demo.pytorch - Real-time 3D multi-person pose estimation demo in PyTorch. OpenVINO backend can be used for fast inference on CPU.
    • FairMOT - [IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking
    • nba-movement-data - SportVU movement tracking data.
    • trajminer - Trajectory Mining Library
    • mmskeleton - A OpenMMLAB toolbox for human pose estimation, skeleton-based action recognition, and action synthesis.
    • NVAE - The Official PyTorch Implementation of "NVAE: A Deep Hierarchical Variational Autoencoder" (NeurIPS 2020 spotlight paper)
    • cvxpylayers - Differentiable convex optimization layers
    • horovod - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
    • DE_KFE - Key Frame Extraction using Differential Evolution
    • video-keyframe-detector - It is a simple python tool to extract key-frames from a video file using peak estimation from frame difference.
    • pytorch_geometric - Graph Neural Network Library for PyTorch
    • chainerrl - ChainerRL is a deep reinforcement learning library built on top of Chainer.
    • hiddenlayer - Neural network graphs and training metrics for PyTorch, Tensorflow, and Keras.
    • GitPython - GitPython is a python library used to interact with Git repositories.
    • python-fire - Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
    • big_transfer - Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.
    • HAN - Heterogeneous Graph Neural Network
    • cnn-registration - An image registration method using convolutional neural network features.
    • sktime-dl - sktime companion package for deep learning based on TensorFlow
    • sktime - A unified framework for machine learning with time series
    • AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System
    • semantic-segmentation - Nvidia Semantic Segmentation monorepo
    • PythonSIFT - A clean and concise Python implementation of SIFT (Scale-Invariant Feature Transform)
    • Python - All Algorithms implemented in Python
    • SlowFast - PySlowFast: video understanding codebase from FAIR for reproducing state-of-the-art video models.
    • pytube - A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    • py-motmetrics - :bar_chart: Benchmark multiple object trackers (MOT) in Python
    • DeepLabCut - Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans
    • openpifpaf - Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
    • spl - Structured Prediction Helps 3D Human Motion Modelling - ICCV '19
    • fairmotion - Tools to load, process and visualize motion capture data
    • pytorch-soundnet
    • Multitask-Emotion-Recognition-with-Incomplete-Labels - This is the repository containing the solution for FG-2020 ABAW Competition
    • einops - Deep learning operations reinvented (for pytorch, tensorflow, jax and others)
    • pfrl - PFRL: a PyTorch-based deep reinforcement learning library
    • optuna - A hyperparameter optimization framework
    • pointnet - PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
    • stumpy - STUMPY is a powerful and scalable Python library for modern time series analysis
    • demo-self-driving - Streamlit app demonstrating an image browser for the Udacity self-driving-car dataset with realtime object detection using YOLO.
    • UltimateLabeling - A multi-purpose Video Labeling GUI in Python with integrated SOTA detector and tracker
    • sacred - Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
    • manim - Animation engine for explanatory math videos
    • captum - Model interpretability and understanding for PyTorch
    • FinancialVision - FinancialVision
    • hydra - Hydra is a framework for elegantly configuring complex applications
    • social-distancing-prediction - Out-of-the-box code and models for social distancing early forecasting.
    • mmdetection - OpenMMLab Detection Toolbox and Benchmark
    • mmaction - An open-source toolbox for action understanding based on PyTorch
    • jupyter-innotater - Inline data annotator for Jupyter notebooks
    • handwriting-generation - Implementation of handwriting generation with use of recurrent neural networks in tensorflow. Based on Alex Graves paper (https://arxiv.org/abs/1308.0850).
    • insightface - State-of-the-art 2D and 3D Face Analysis Project
    • Pytorch_Retinaface - Retinaface get 80.99% in widerface hard val using mobilenet0.25.
    • pytorch-retinanet - Pytorch implementation of RetinaNet object detection.
    • pytorch-metric-learning - The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
    • facenet-pytorch - Pretrained Pytorch face detection (MTCNN) and facial recognition (InceptionResnet) models
    • mlflow - Open source platform for the machine learning lifecycle
    • cvlab_toolbox - CVLAB's tool box
    • sgan - Code for "Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks", Gupta et al, CVPR 2018
    • coins_grad_check - Coinsの卒業要件を満たしているかどうかをチェックする。
    • kaggle - A collection of Kaggle solutions. Not very polished.
    • football - Check out the new game server:
    • Sportech-Sanity
    • cookiecutter-data-science - A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
    • lightning - Build and train PyTorch models and connect them to the ML lifecycle using Lightning App templates, without handling DIY infrastructure, cost management, scaling, and other headaches.
    • lightning-flash - Your PyTorch AI Factory - Flash enables you to easily configure and run complex AI recipes for over 15 tasks across 7 data domains
    • sharevox_training - 無料で使える、声を作れるテキスト読み上げソフトウェア、SHAREVOXの音声ライブラリ学習機構
    • transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
  • Jupyter Notebook

    • Trajectory_Embedding
    • MiRAI
    • trajectory_retrieval - Effective and Efficient Sports Play Retrieval with Deep Representation Learning
    • Three_on_one - for Atom-san
    • py-subspace - A fresh open-(lab)-source repo with various implementations of Subspace Methods, notebook examples and documentation.
    • SoccerTrack - A Dataset and Tracking Algorithm for Soccer with Fish-eye and Drone Videos.
    • blog - Blog contents
    • sportsfield_release - Code release for WACV 2020, "Optimizing Through Learned Errors for Accurate Sports Field Registration"
    • revise-tool - REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets --- https://arxiv.org/abs/2004.07999
    • Kalman-and-Bayesian-Filters-in-Python - Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
    • Scale-invariant-CNNs - Study the Scale Invariance or Equivariance Convolutional Neural Network
    • google-research - Google Research
    • fastai - The fastai deep learning library
    • nbdev - Create delightful software with Jupyter Notebooks
    • analytics-handbook - Getting started with soccer analytics
    • Adabelief-Optimizer - Repository for NeurIPS 2020 Spotlight "AdaBelief Optimizer: Adapting stepsizes by the belief in observed gradients"
    • Eigentechno - Principal Component Analysis on music loops
    • Graph_Transformer_Networks - Graph Transformer Networks (Authors' PyTorch implementation for the NeurIPS 19 paper)
    • qs_ledger - Quantified Self Personal Data Aggregator and Data Analysis
    • flowtron - Flowtron is an auto-regressive flow-based generative network for text to speech synthesis with control over speech variation and style transfer
    • Last-Row - Last row tracking data and code
    • EmoTorch - Project of Facebook Hackathon Contest 2020 in AI Track - PyTorch
    • shap - A game theoretic approach to explain the output of any machine learning model.
  • Others

    • books-1 - Books about Nodejs, Angular2, Agile, Clean Code, Docker, Golang, Microservices, REST, TDD, BDD, and Startups.
    • awesome-multiple-object-tracking - Resources for Multiple Object Tracking (MOT)
    • awesome-sports-camera-calibration - A collection of resources on Sports Camera Calibration
    • awesome-sports-analytics
    • awesome-biomechanics - A curated, public list collecting resources for biomechanics and human motion: datasets, processing tools, software for simulation, educational videos, lectures, etc.
    • survey
    • awesome-deep-neuroevolution - A collection of Deep Neuroevolution resources or evolutionary algorithms applying in Deep Learning (constantly updating)
    • Awesome-pytorch-list - A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
    • awesome-affective-computing - A curated list of awesome affective computing 🤖❤️ papers, software, open-source projects, and resources
    • 996.ICU - Repo for counting stars and contributing. Press F to pay respect to glorious developers.
    • papers-with-annotations - Research papers with annotations, illustrations and explanations
    • Human-Pose-and-Motion - Human-Pose-and-Motion History
    • open-data - Free football data from StatsBomb
    • CSW224-group - A group to learn the course of CS224W
    • awesome-jupyterlab - A curated list of awesome JupyterLab extensions and resources
    • awesome-activity-prediction - Paper list of activity prediction and related area
    • ml-visuals - 🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.
    • .tmux - 🇫🇷 Oh my tmux! My self-contained, pretty & versatile tmux configuration made with ❤️
  • Swift

  • C++

    • DearPyGui - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
    • cvxpy - A Python-embedded modeling language for convex optimization problems.
    • Real-time-Video-Mosaic - An implementation of automatic panorama using OpenCV in C++ and Python
    • cli-visualizer - CLI based audio visualizer
    • lycon - A minimal and fast image library for Python and C++
  • CSS

    • handcalcs - Python library for converting Python calculations into rendered latex.
  • Dockerfile

    • DeepLabCut-Docker - Dockerfile for DeepLabCut 2.0 (https://github.com/AlexEMG/DeepLabCut)
  • HTML

  • JavaScript

  • Julia

  • MATLAB

    • MenpoBenchmark - Multi-pose 2D and 3D Face Alignment & Tracking
    • BeatTheBookie - Betting Strategy to Beat the Bookies at Football Games
  • Shell

  • TeX

  • TypeScript

    • notion-blog - A Next.js site using new SSG support with a Notion backed blog
    • jupyterlab-kite - Kite Autocomplete Extension for JupyterLab
    • gTile - A window tiling extension for Gnome. This is the new official home of the vibou.gTile extension.
  • Vue

    • kaggler-slack-emoji - kagglerが使いそうなslack emojiをまとめたリポジトリだよ。