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Baselines ⭐ 14,949

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

Stable Baselines3 ⭐ 7,292

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

Captum ⭐ 4,393

Model interpretability and understanding for PyTorch

Person_reid_baseline_pytorch ⭐ 3,865

⛹️ Pytorch ReID: A tiny, friendly, strong pytorch implement of person re-id / vehicle re-id baseline. Tutorial 👉https://github.com/layumi/Person_reID_baseline_p

Flower ⭐ 3,545

Flower: A Friendly Federated Learning Framework

Statsforecast ⭐ 3,339

Lightning ⚡️ fast forecasting with statistical and econometric models.

Detect Secrets ⭐ 3,323

An enterprise friendly way of detecting and preventing secrets in code.

Adelaidet ⭐ 3,275

AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.

Fairmot ⭐ 3,194

[IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking

Stable Baselines ⭐ 3,064

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

Neuralforecast ⭐ 2,121

Scalable and user friendly neural 🧠 forecasting algorithms.

Pycls ⭐ 2,076

Codebase for Image Classification Research, written in PyTorch.

Gpt 2 Output Dataset ⭐ 1,828

Dataset of GPT-2 outputs for research in detection, biases, and more

Nlper Arsenal ⭐ 1,816

收录NLP竞赛策略实现、各任务baseline、相关竞赛经验贴（当前赛事、往期赛事、训练赛）、NLP

Video Nonlocal Net ⭐ 1,815

Non-local Neural Networks for Video Classification

Avalanche ⭐ 1,583

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

Research ⭐ 1,550

novel deep learning research works with PaddlePaddle

Ab3dmot ⭐ 1,511

(IROS 2020, ECCVW 2020) Official Python Implementation for "3D Multi-Object Tracking: A Baseline and New Evaluation Metrics"

Magent ⭐ 1,502

A Platform for Many-agent Reinforcement Learning

Fast Autoaugment ⭐ 1,358

Official Implementation of 'Fast AutoAugment' in PyTorch.

Uncertainty Baselines ⭐ 1,324

High-quality implementations of standard and SOTA methods on a variety of tasks.

Fastmri ⭐ 1,197

A large-scale dataset of both raw MRI measurements and clinical MRI images.

Reid Strong Baseline ⭐ 1,149

Bag of Tricks and A Strong Baseline for Deep Person Re-identification

Yolov3 Model Pruning ⭐ 1,149

在 oxford hand 数据集上对 YOLOv3 做模型剪枝（network slimming）

Imitation ⭐ 1,064

Clean PyTorch implementations of imitation and reward learning algorithms

Rl Baselines Zoo ⭐ 1,025

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

3d Pose Baseline ⭐ 956

A simple baseline for 3d human pose estimation in tensorflow. Presented at ICCV 17.

Dureader ⭐ 924

Baseline Systems of DuReader Dataset

Deepdrive ⭐ 845

Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

Readme2tex ⭐ 821

Renders TeXy Math for Github Readmes

Knowledge Distillation Zoo ⭐ 804

Pytorch implementation of various Knowledge Distillation (KD) methods.

Learning Continuous Image Representation with Local Implicit Image Function, in CVPR 2021 (Oral)

Random Erasing ⭐ 697

Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST

Ai_challenger_2018 ⭐ 625

AI Challenger, a platform for open datasets and programming competitions to artificial intelligence (AI) talents around the world. https://challenger.ai/

Facebook Low Resource (FLoRes) MT Benchmark

BabyAI platform. A testbed for training agents to understand and execute language commands.

scripts and baselines for Spider: Yale complex and cross-domain semantic parsing and text-to-SQL challenge

Wdsr_ntire2018 ⭐ 520

Code of our winning entry to NTIRE super-resolution challenge, CVPR 2018

Codespeed ⭐ 504

A web application to monitor and analyze the performance of your code

Dive Into Cv Pytorch ⭐ 504

动手学CV-Pytorch版

Dnsvalidator ⭐ 502

Maintains a list of IPv4 DNS servers by verifying them against baseline servers, and ensuring accurate responses.

Hierarchicalforecast ⭐ 473

Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].

Robotics Rl Srl ⭐ 455

S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics

Rl Tutorial Jnrr19 ⭐ 442

Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019

Pyvideoresearch ⭐ 435

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

Ccf Bdci Sentiment Analysis Baseline ⭐ 416

The code for CCF-BDCI-Sentiment-Analysis-Baseline

Awesome Data Comp Solution ⭐ 407

数据科学/人工智能比赛解决方案汇总

Trackr Cnn ⭐ 398

TrackR-CNN baseline method for Multi-Object Tracking and Segmentation (MOTS)

Detectron Cascade Rcnn ⭐ 392

Cascade R-CNN in Detectron

Glue Baselines ⭐ 390

[DEPRECATED] Repo for exploring multi-task learning approaches to learning sentence representations

Vulnerability Rating Taxonomy ⭐ 387

Bugcrowd’s baseline priority ratings for common security vulnerabilities

Stable Baselines3 Contrib ⭐ 384

Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code

Camouflaged Object Detection, CVPR 2020 (Oral)

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

Ubisoft Laforge Animation Dataset ⭐ 362

Ubisoft La Forge - Animation Dataset

Ano_pred_cvpr2018 ⭐ 362

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

Video Long Term Feature Banks ⭐ 338

Long-Term Feature Banks for Detailed Video Understanding

Nl2sql_baseline ⭐ 337

Crowddet ⭐ 336

Panoptic Deeplab ⭐ 333

This is Pytorch re-implementation of our CVPR 2020 paper "Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation" (https://arxiv.org/abs/1911.10194)

Bert Textclassification ⭐ 327

Implemention some Baseline Model upon Bert for Text Classification

MSGAN: Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis (CVPR2019)

Person Attribute Recognition Marketduke ⭐ 294

A simple baseline implemented in PyTorch for pedestrian attribute recognition task, evaluating on Market-1501 and DukeMTMC-reID dataset.

Mahalanobis_3d_multi_object_tracking ⭐ 283

Graspnet Baseline ⭐ 280

Baseline model for "GraspNet-1Billion: A Large-Scale Benchmark for General Object Grasping" (CVPR 2020)

Rl Exploration Baselines ⭐ 279

RLeXplore provides stable baselines of exploration methods in reinforcement learning, such as intrinsic curiosity module (ICM), random network distillation (RND) and rewarding impact-driven exploration (RIDE).

Openunreid ⭐ 275

PyTorch open-source toolbox for unsupervised or domain adaptive object re-ID.

Human Motion Prediction ⭐ 270

Simple baselines and RNNs for predicting human motion in tensorflow. Presented at CVPR 17.

Covid19_mobility ⭐ 257

COVID-19 Mobility Data Aggregator. Scraper of Google, Apple, Waze and TomTom COVID-19 Mobility Reports🚶🚘🚉

Pcb_rpp_for_reid ⭐ 252

Freezed ⭐ 230

Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs (CVPRW 2020)

Knowledge Driven Dialogue ⭐ 226

baseline system of knowledge driven dialogue competition

Self Imitation Learning ⭐ 225

ICML 2018 Self-Imitation Learning

Stable Baselines ⭐ 221

Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms

[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.

Pytest Mpl ⭐ 220

A pytest plugin to facilitate image comparison for Matplotlib figures

Textclf ⭐ 217

TextClf ：基于Pytorch/Sklearn的文本分类框架，包括逻辑回归、SVM、TextCNN、TextR

Pedestrian Attribute Recognition Pytorch ⭐ 213

A simple baseline for pedestrian attribute recognition in surveillance scenarios

Pytorch Vqa ⭐ 213

Strong baseline for visual question answering

Kevinpro Nlp Demo ⭐ 209

All NLP you Need Here. 目前包含15个NLP demo的pytorch实现（大量代码借鉴于其他开源项目，原先是自己玩的，后来干脆也开源出来）

Repository for the Explainable Deep One-Class Classification paper

Python software for spectral data processing (IR, Raman, XAS...)

Segcaps ⭐ 203

Official Implementation of the Paper "Capsules for Object Segmentation".

Bytedance_icme_challenge ⭐ 197

Trajnetplusplusbaselines ⭐ 194

[ITS'21] Human Trajectory Forecasting in Crowds: A Deep Learning Perspective

Continual Learning Baselines ⭐ 189

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

Fast Semantic Segmentation ⭐ 184

ICNet and PSPNet-50 in Tensorflow for real-time semantic segmentation

3d_pose_baseline_pytorch ⭐ 172

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

Knowledge Net ⭐ 170

KnowledgeNet: A Benchmark Dataset for Knowledge Base Population

Keywordfinder ⭐ 162

Automatic keyword extraction - no alchemy required!

Weakalign ⭐ 160

End-to-end weakly-supervised semantic alignment

A Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow

Globaltrack ⭐ 159

Official PyTorch implementation of "GlobalTrack: A Simple and Strong Baseline for Long-term Tracking" @ AAAI2020.

Do Conv ⭐ 159

Depthwise Over-parameterized Convolutional Layer

Coqa Baselines ⭐ 156

The baselines used in the CoQA paper

Eth Xgaze ⭐ 155

Official implementation of ETH-XGaze dataset baseline

H Baselines ⭐ 154

A repository of high-performing hierarchical reinforcement learning models and algorithms.

Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Rl Testbed For Energyplus ⭐ 150

Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus

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