6346 Open source projects that are alternatives of or similar to Simclr

Pytorch implementation of "A Simple Framework for Contrastive Learning of Visual Representations"

Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

A comprehensive list of awesome contrastive self-supervised learning papers.

This repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

Awesome Graph Self-Supervised Learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

official implemntation for "Contrastive Learning with Stronger Augmentations"

Parametric Instance Classification for Unsupervised Visual Feature Learning, NeurIPS 2020

PyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

Object-aware Contrastive Learning for Debiased Scene Representation (NeurIPS 2021)

[WACV'22] Code repository for the paper "Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting", https://arxiv.org/abs/2106.10137.

Vector Quantized Autoregressive Predictive Coding (VQ-APC)

An unsupervised learning framework for depth and ego-motion estimation from monocular videos

Generalized Deep Metric Learning.

PyTorch implementation of the InfoNCE loss for self-supervised learning.

List of Publications in Graph Contrastive Learning

Simplified version of "State Representation Learning for Control: An Overview" bibliography

[NeurIPS 2021 Spotlight] Aligning Pretraining for Detection via Object-Level Contrastive Learning

Official code for "Mean Shift for Self-Supervised Learning"

Proto-RL: Reinforcement Learning with Prototypical Representations

PASSL包含 SimCLR，MoCo v1/v2，BYOL，CLIP，PixPro，BEiT，MAE等图像自监督算法以及 Vision Transformer，DEiT，Swin Transformer，CvT，T2T-ViT，MLP-Mixer，XCiT，ConvNeXt，PVTv2 等基础视觉算法

(Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.

Official project website for the CVPR 2021 paper "Exploring intermediate representation for monocular vehicle pose estimation"

Official adversarial mixup resynthesis repository

Whitening for Self-Supervised Representation Learning | Official repository

A curated list of awesome graph & self-supervised-learning-based recommendation.

This is the code base for paper "G-SimCLR : Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling" by Souradip Chakraborty, Aritra Roy Gosthipaty and Sayak Paul.

Official PyTorch code for CVPR 2020 paper "Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision"

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

Tensorflow implementation of Learning Topology from Synthetic Data for Unsupervised Depth Completion (RAL 2021 & ICRA 2021)

Unsupervised Representation Learning for Singing Voice Separation

[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

[WWW 2021] Source code for "Graph Contrastive Learning with Adaptive Augmentation"

AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries

PyTorch implementation of the CortexNet predictive model

Ladder Variational Autoencoders (LVAE) in PyTorch

Keras implementation of Representation Learning with Contrastive Predictive Coding

Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019

VAE with RealNVP prior and Super-Resolution VAE in PyTorch. Code release for https://arxiv.org/abs/2006.05218.

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

100-Days-Of-ML-Code中文版

Experiments for understanding disentanglement in VAE latent representations

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

Official repository for the paper "High-Resolution Daytime Translation Without Domain Labels" (CVPR2020, Oral)

Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Graph convolutional neural network for multirelational link prediction

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

SCAN: Learning to Classify Images without Labels (ECCV 2020), incl. SimCLR.

Weakly Supervised 3D Object Detection from Point Clouds (VS3D), ACM MM 2020

Unsupervised learning of atomic scale dynamics from molecular dynamics.

Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)

PyTorch implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

📜 Self-Supervised Learning from Images: Up-to-date reading list.

Datasets, tools, and benchmarks for representation learning of code.