Jeffrey Yi Huang

map-in-mono-reloc. a paper list of visual re-localization algorithms

imbalanced-dataset-sampler. A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

3d_pose_baseline_pytorch. A simple baseline for 3d human pose estimation in PyTorch.

pixel-nerf. PixelNeRF Official Repository

nerf-pytorch. A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.

pytorch-lightning. Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

machine-learning-interview. Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

vasa. (MIRROR) A variation of the VGG Image Annotator (VIA) v2 tool augmented with searching capabilities

HumanPoseMemo. Memo about 3d human pose estimation, record of datasets, papers, codes.

Efficient-PyTorch. My best practice of training large dataset using PyTorch.

ScaledYOLOv4. Scaled-YOLOv4: Scaling Cross Stage Partial Network

Talks. Slides from previous talks.

ACAM_Demo. Real-time Action detection demo for the work Actor Conditioned Attention Maps. This repo includes a complete pipeline for person detection/tracking and analyzing their actions in real-time.

deep_sort_pytorch. MOT using deepsort and yolov3 with pytorch

SLAM-BOOK. 这是一本关于SLAM的书稿，希望能清楚的介绍SLAM系统中的使用的几何方法和深度学习方法。书稿最后应该会达到200页左右，书稿每章对应的代码也会被整理出来。

Awesome-Learning-with-Label-Noise. A curated list of resources for Learning with Noisy Labels

nerf. Code release for NeRF (Neural Radiance Fields)

node-js-playlist. CSS and asset files for the Net Ninja YouTube nodejs playlist

deocclusion. Code for our CVPR 2020 work.

two-stream-action-recognition. My re-implementation of two stream action recognition

DAOSL. Implementation of Domain Adaption in One-Shot Learning

reading_group. Virginia Tech Vision and Learning Reading Group

pytorch-metric-learning. The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

CloserLookFewShot. source code to ICLR'19, 'A Closer Look at Few-shot Classification'

sane_tikz. Reconquer the canvas: beautiful Tikz figures without clunky Tikz code

pytorch3d. PyTorch3D is FAIR's library of reusable components for deep learning with 3D data

computervision-recipes. Best Practices, code samples, and documentation for Computer Vision.

marshmallow. A lightweight library for converting complex objects to and from simple Python datatypes.

pytorch-tabular. A python script for a PyTorch feed forward neural network for tabular data using categorical embeddings.

PlotNeuralNet. Latex code for making neural networks diagrams

Learning-to-See-in-the-Dark. Learning to See in the Dark. CVPR 2018

wasp-klt-tracker. The KTL tracker implemented for the WASP course

uda. Unsupervised Data Augmentation (UDA)

R2Plus1D-PyTorch. PyTorch implementation of the R2Plus1D convolution based ResNet architecture described in the paper "A Closer Look at Spatiotemporal Convolutions for Action Recognition"

LeetCodeAnimation. Demonstrate all the questions on LeetCode in the form of animation.（用动画的形式呈现解LeetCode题目的思路,完整单步/回看/变速/语音讲解在 algomooc.com）

leetcode. LeetCode Solutions: A Record of My Problem Solving Journey.( leetcode题解，记录自己的leetcode解题之路。)

interview. 📚 C/C++ 技术面试基础知识总结，包括语言、程序库、数据结构、算法、系统、网络、链接装载库等知识及面试经验、招聘、内推等信息。This repository is a summary of the basic knowledge of recruiting job seekers and beginners in the direction of C/C++ technology, including language, program library, data structure, algorithm, system, network, link loading library, interview experience, recruitment, recommendation, etc.

ueberzug.

deepmask-pytorch. PyTorch re-implementation of DeepMask

ExtremeNet. Bottom-up Object Detection by Grouping Extreme and Center Points

code-server. VS Code in the browser

pysot. SenseTime Research platform for single object tracking, implementing algorithms like SiamRPN and SiamMask.

RRPN. Arbitrary-Oriented Scene Text Detection via Rotation Proposals (TMM 2018)

CornerNet-Lite. Python

ML-Foundation-and-ML-Techniques. 台大机器学习课程作业详解

ipdb. Integration of IPython pdb

vscode-tips-and-tricks. Collection of helpful tips and tricks for VS Code.

octconv-pytorch. Implementation of OctConv in Pytorch (https://arxiv.org/abs/1904.05049)

pytorch_GAN_zoo. A mix of GAN implementations including progressive growing

SiamFC-TensorFlow. A TensorFlow implementation of the SiamFC tracker

ignite. High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

machine-learning-interview-questions. This repository is to prepare for Machine Learning interviews.

ImageNet-Adversarial-Training. ImageNet classifier with state-of-the-art adversarial robustness

PyVideoResearch. A repository of common methods, datasets, and tasks for video research

up. An advanced guide which might benefit you a lot 🎉 . 人生进阶指南 离谱的人生 离谱的英语学习指南/英语学习教程/英语学习/学英语

deep-learning-roadmap. :satellite: All You Need to Know About Deep Learning - A kick-starter

pytorch-unet-segnet. Pytorch code for Unet and SegNet architectures

VideoPose3D. Efficient 3D human pose estimation in video using 2D keypoint trajectories

torchcv. TorchCV: A PyTorch-Based Framework for Deep Learning in Computer Vision

FishNet. Implementation code of the paper: FishNet: A Versatile Backbone for Image, Region, and Pixel Level Prediction, NeurIPS 2018

DeepLearning-500-questions. 深度学习500问，以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述，以帮助自己及有需要的读者。 全书分为18个章节，50余万字。由于水平有限，书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作，联系scutjy2015@163.com 版权所有，违权必究 Tan 2018.06

Action_Recognition_Zoo. Codes for popular action recognition models, verified on the something-something data set.

BigGAN-pytorch. Pytorch implementation of LARGE SCALE GAN TRAINING FOR HIGH FIDELITY NATURAL IMAGE SYNTHESIS (BigGAN)

arxiv-network-graph. Arxiv's ML papers network graph and browser

tensorflow-internals. It is open source ebook about TensorFlow kernel and implementation mechanism.

anomaly-detection-resources. Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works!

ssd-tensorflow. A Single Shot MultiBox Detector in TensorFlow

Person_reID_baseline_pytorch. :bouncing_ball_person: Pytorch ReID: A tiny, friendly, strong pytorch implement of person re-id / vehicle re-id baseline. Tutorial 👉https://github.com/layumi/Person_reID_baseline_pytorch/tree/master/tutorial

Conference-Acceptance-Rate. Acceptance rates for the major AI conferences

remote-in-japan. Tech companies in Japan that hire remote workers.

maskrcnn-benchmark. Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

BBox-Label-Tool. A simple tool for labeling object bounding boxes in images

mmcv. OpenMMLab Computer Vision Foundation

mmdetection. OpenMMLab Detection Toolbox and Benchmark

dancenet. DanceNet -💃💃Dance generator using Autoencoder, LSTM and Mixture Density Network. (Keras)

3DOD_thesis. 3D Object Detection for Autonomous Driving in PyTorch, trained on the KITTI dataset.

learnopencv. Learn OpenCV : C++ and Python Examples

hand_pose_action. Dataset and code for the paper "First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations", CVPR 2018.

ssd.pytorch. A PyTorch Implementation of Single Shot MultiBox Detector

ssds.pytorch. Repository for Single Shot MultiBox Detector and its variants, implemented with pytorch, python3.

Front-End-Checklist. 🗂 給現代網站及細膩開發者使用，超棒的前端開發者清單

Augmentor. Image augmentation library in Python for machine learning.

Relation-Networks-for-Object-Detection. Relation Networks for Object Detection

reproducible-image-denoising-state-of-the-art. Collection of popular and reproducible image denoising works.

100-Days-Of-ML-Code. 100 Days of ML Coding

ENAS-pytorch. PyTorch implementation of "Efficient Neural Architecture Search via Parameters Sharing"

vid2vid. Pytorch implementation of our method for high-resolution (e.g. 2048x1024) photorealistic video-to-video translation.

DeepEHR. Chronic Disease Prediction Using Medical Notes

Tensorflow_Object_Tracking_Video. Object Tracking in Tensorflow ( Localization Detection Classification ) developed to partecipate to ImageNET VID competition

TensorFlow-Tutorials. TensorFlow Tutorials with YouTube Videos

Deep-Learning-Roadmap. :satellite: Organized Resources for Deep Learning Researchers and Developers

text. Models, data loaders and abstractions for language processing, powered by PyTorch

TFFRCNN. FastER RCNN built on tensorflow

fast_blind_video_consistency. Learning Blind Video Temporal Consistency (ECCV 2018)

Faster-RCNN_TF. Faster-RCNN in Tensorflow

labelme. Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.

Efficient-Uncertainty-Video-Segmentation. Python

pose-residual-network. Code for the Pose Residual Network introduced in 'MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network (ECCV 2018)' paper

3D-Machine-Learning. A resource repository for 3D machine learning

awesome-tensorflow. TensorFlow - A curated list of dedicated resources http://tensorflow.org

hand3d. Network estimating 3D Handpose from single color images

awesome-hand-pose-estimation. Awesome work on hand pose estimation/tracking

CSrankings. A web app for ranking computer science departments according to their research output in selective venues, and for finding active faculty across a wide range of areas.

Leetcode. Solutions to LeetCode problems; updated daily. Subscribe to my YouTube channel for more.

Tensorflow-Project-Template. A best practice for tensorflow project template architecture.

pytorch-domain-adaptation. A collection of implementations of adversarial domain adaptation algorithms

YOLO_Object_Detection. This is the code for "YOLO Object Detection" by Siraj Raval

awesome-domain-adaptation. A collection of AWESOME things about domain adaptation

nitrain. Train AI models efficiently on medical images using any framework

pretorched-x. Pretrained Image & Video ConvNets and GANs for PyTorch: NASNet, ResNeXt (2D + 3D), ResNet (2D + 3D), InceptionV4, InceptionResnetV2, Xception, DPN, NonLocalNets, R(2+1)D nets, MultiView CNNs, Temporal Relation Networks, BigGANs StyleGANs, etc.

Moving-Semantic-Transfer-Network. Tensorflow codes for ICML2018, Learning Semantic Representations for Unsupervised Domain Adaptation

pytorch_geometric. Graph Neural Network Library for PyTorch

GAN-Metrics. An empirical study on evaluation metrics of generative adversarial networks.

Object-Detection-Metrics. Most popular metrics used to evaluate object detection algorithms.

OneShotTranslation. Pytorch implementation of "One-Shot Unsupervised Cross Domain Translation" NIPS 2018

styleguide. Style guides for Google-originated open-source projects

async. Async utilities for node and the browser

pytorch-yolo-v3. A PyTorch implementation of the YOLO v3 object detection algorithm

gspread. Google Sheets Python API

tensorflow-chatbot-chinese. 網頁聊天機器人 | tensorflow implementation of seq2seq model with bahdanau attention and Word2Vec pretrained embedding

GAN-Tutorial. Simple Implementation of many GAN models with PyTorch.

TernausNetV2. TernausNetV2: Fully Convolutional Network for Instance Segmentation

python-multithread-profiling. Info how to profile multithreaded Python programs

pytorch-for-numpy-users. PyTorch for Numpy users. https://pytorch-for-numpy-users.wkentaro.com

Learn_Deep_Learning_in_6_Weeks. This is the Curriculum for "Learn Deep Learning in 6 Weeks" by Siraj Raval on Youtube

Video-Person-ReID. Video-based Person ReID Method Implementations on MARS

deep-photo-styletransfer. Code and data for paper "Deep Photo Style Transfer": https://arxiv.org/abs/1703.07511

PttChrome. A GNU/GPL telnet client for connecting to BBS site ptt.cc

repulsion_loss_ssd. Repulsion Loss: Detecting Pedestrians in a Crowd. https://arxiv.org/abs/1711.07752

TCNActionRecognition. Skeleton based action recognition models with TCN variants for learning interpretable representation.

activityrecognition. Resources about activity recognition-行为识别资料

RetinaNet. An implementation of RetinaNet in PyTorch.

AlgorithmsByPython. 算法/数据结构/Python/剑指offer/机器学习/leetcode

interview_python. 关于Python的面试题

interview. 笔试面试知识整理

pytorch-exercise. Practical Exercise Codes for PyTorch

deform_conv_pytorch. PyTorch Implementation of Deformable Convolution

learning-to-reweight-examples. PyTorch Implementation of the paper Learning to Reweight Examples for Robust Deep Learning

DetectAndTrack. The implementation of an algorithm presented in the CVPR18 paper: "Detect-and-Track: Efficient Pose Estimation in Videos"

pytorch-seq2seq. An open source framework for seq2seq models in PyTorch.

pytorch-attention. pytorch neural network attention mechanism

VMZ. VMZ: Model Zoo for Video Modeling

AccSGD. Implements pytorch code for the Accelerated SGD algorithm.

realtime_object_detection. Plug and Play Real-Time Object Detection App with Tensorflow and OpenCV

pytorch-summary. Model summary in PyTorch similar to `model.summary()` in Keras

ActionRecognition. Explore Action Recognition

deeplearning_ai_books. deeplearning.ai（吴恩达老师的深度学习课程笔记及资源）

visdom. A flexible tool for creating, organizing, and sharing visualizations of live, rich data. Supports Torch and Numpy https://visdom.dev

pointnet.pytorch. pytorch implementation for "PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation" https://arxiv.org/abs/1612.00593

pytorch-ssim. pytorch structural similarity (SSIM) loss

pytorch-template. PyTorch deep learning projects made easy.

Deep-Learning-21-Examples. 《21个项目玩转深度学习———基于TensorFlow的实践详解》配套代码

really-awesome-semantic-segmentation. A list of papers on Semantic Segmentation.

pytorch-mobilenet-v2. A PyTorch implementation of MobileNet V2 architecture and pretrained model.

pix3d. Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

VITON_realtime. Real-time virtual try-on demo for 2018 Make NTU, Team Liver4Faliure

Detectron.pytorch. A pytorch implementation of Detectron. Both training from scratch and inferring directly from pretrained Detectron weights are available.

pytorch-i3d. Python

torchcv. TorchCV: a PyTorch vision library mimics ChainerCV

GeoNet. Code for GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose (CVPR 2018)

semantic-segmentation-pytorch. Pytorch implementation for Semantic Segmentation/Scene Parsing on MIT ADE20K dataset

video-nonlocal-net. Non-local Neural Networks for Video Classification

Data-Structures-and-Algorithms. Data Structures and Algorithms implementation in Go

Video-Classification-Action-Recognition. some famous works and new content to be added

vscode-docs. Public documentation for Visual Studio Code

super-events-cvpr18. Code for our CVPR 2018 paper "Learning Latent Super-Events to Detect Multiple Activities in Videos"

CPKing_KFC. 肯德基怎麼買最划算

Deep-Learning-for-Medical-Applications. Deep Learning Papers on Medical Image Analysis

cross-domain-detection. Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation [Inoue+, CVPR2018].

pytorch-rl. Deep Reinforcement Learning with pytorch & visdom

wtfpython. What the f*ck Python? 😱

pytorch-groupnorm. Group Normalization in PyTorch

ano_pred_cvpr2018. Official implementation of Paper Future Frame Prediction for Anomaly Detection -- A New Baseline, CVPR 2018

MMdnn. MMdnn is a set of tools to help users inter-operate among different deep learning frameworks. E.g. model conversion and visualization. Convert models between Caffe, Keras, MXNet, Tensorflow, CNTK, PyTorch Onnx and CoreML.

leetcode. LeetCode题解，151道题完整版。

detectorch. Detectorch - detectron for PyTorch

gpytorch. A highly efficient implementation of Gaussian Processes in PyTorch

CS-Notes. :books: 技术面试必备基础知识、Leetcode、计算机操作系统、计算机网络、系统设计

Spatial-Temporal-Pooling-Networks-ReID. Code for our ICCV 2017 paper -- Jointly Attentive Spatial-Temporal Pooling Networks for Video-based Person Re-Identification

flownet2.pytorch. Off-the-shelf FlowNet module in PyTorch-0.3.0

pytorch-fpn. Feature Pyramid Networks in PyTorch

Person-reID_GAN. ICCV2017 Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro

AttnGAN. Python

retinanet.pytorch. RetinaNet implementation in PyTorch

AdvSemiSeg. Adversarial Learning for Semi-supervised Semantic Segmentation, BMVC 2018

awesome-self-supervised-learning. A curated list of awesome self-supervised methods

resume.github.com. Resumes generated using the GitHub informations

Pytorch_Mask_RCNN. Converted from [tf+keras version MASK-RCNN](https://github.com/matterport/Mask_RCNN)

ffmpeg-python. Python bindings for FFmpeg - with complex filtering support

tensorboard-dumper. This tool dumps images in tensorboard

inflated_convnets_pytorch. Inflate DenseNet and ResNet as per I3D with ImageNet weight transfer

attention-transfer. Improving Convolutional Networks via Attention Transfer (ICLR 2017)

pytorch-semantic-segmentation. PyTorch for Semantic Segmentation

Prototypical-Networks-for-Few-shot-Learning-PyTorch. Implementation of Prototypical Networks for Few Shot Learning (https://arxiv.org/abs/1703.05175) in Pytorch

retina-unet. Retina blood vessel segmentation with a convolutional neural network

torch-two-sample. A PyTorch library for two-sample tests

probtorch. Probabilistic Torch is library for deep generative models that extends PyTorch

Hybrid-model-for-human-action-adverb-recognition. Baseline Code for ADHA dataset

docker-pytorch. A Docker image for PyTorch

AlphaPose. Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System