KevinMusgrave / pytorch-metric-learning

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

machine-learning computer-vision deep-learning pytorch metric-learning image-retrieval deep-metric-learning self-supervised-learning contrastive-learning

Updated Jun 9, 2022
Python

google-research / simclr

Star

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

computer-vision representation-learning unsupervised-learning self-supervised-learning simclr contrastive-learning simclrv2

Updated May 26, 2022
Jupyter Notebook

lightly-ai / lightly

Star

Open

Add default parameters for all projection heads

2

philippmwirth commented Sep 24, 2021

Add default parameters for all projection heads

It's helpful to know what the default parameters were in the papers to get started. We should add the default projection head parameters which were used for pre-training on Imagenet to all projection and prediction heads in lightly/models/modules/heads.py.

Add examples for all ApiWorkflow functions

17

Open

Add multi-modal loss

4

Find more good first issues

wvangansbeke / Unsupervised-Classification

Star

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

clustering image-classification representation-learning unsupervised-learning moco self-supervised-learning simclr eccv2020 eccv-2020 contrastive-learning

Updated Jun 18, 2022
Python

vturrisi / solo-learn

Star

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

Updated Jun 28, 2022
Python

tensorflow / similarity

Star

Open

Implement SwAV for self-supervised learning

6

owenvallis commented Dec 24, 2021

https://arxiv.org/abs/2006.09882

Add a ranking example

1

Open

Implement multi-siam for segmentation

5

Find more good first issues

JosephKJ / OWOD

Star

(CVPR 2021 Oral) Open World Object Detection

open-world object-detection cvpr incremental-learning energy-based-model continual-learning detectron2 contrastive-learning cvpr2021

Updated Dec 22, 2021
Python

salesforce / ALBEF

Star

Code for ALBEF: a new vision-language pre-training method

representation-learning weakly-supervised-learning image-text vision-and-language contrastive-learning

Updated Apr 25, 2022
Python

Spijkervet / SimCLR

Star

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

pytorch representation-learning unsupervised-learning simclr contrastive-learning

Updated Feb 9, 2022
Python

PyGCL / PyGCL

Star

PyGCL: A PyTorch Library for Graph Contrastive Learning

machine-learning graph-representation-learning contrastive-learning graph-contrastive-learning

Updated Apr 27, 2022
Python

MishaLaskin / curl

Star

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning curl gpu deep-reinforcement-learning deep-learning-algorithms reinforcement-learning-algorithms deeplearning deep-q-network sac deep-q-learning reinforcement-agents deep-rl deeplearning-ai contrastive-loss off-policy contrastive-predictive-coding model-free-rl contrastive-learning

Updated Oct 28, 2020
Python

tfzhou / ContrastiveSeg

Star

ICCV2021 (Oral) - Exploring Cross-Image Pixel Contrast for Semantic Segmentation

semantic-segmentation cityscapes pascal-context hard-example-mining contrastive-learning pixel-contrast

Updated Mar 31, 2022
Python

lucidrains / x-clip

Sponsor

Star

A concise but complete implementation of CLIP with various experimental improvements from recent papers

deep-learning artificial-intelligence zero-shot-learning multi-modal-learning contrastive-learning

Updated Jun 23, 2022
Python

salesforce / PCL

Star

PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"

representation-learning self-supervised-learning pre-trained-model unsupervsied-learning contrastive-learning

Updated May 27, 2022
Python

yzhuoning / Awesome-CLIP

Star

Awesome list for research on CLIP (Contrastive Language-Image Pre-Training).

clip pre-training contrastive-learning

Updated Jun 21, 2022

wvangansbeke / Unsupervised-Semantic-Segmentation

Star

Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

clustering representation-learning unsupervised-learning semantic-segmentation iccv pascal-voc moco self-supervised-learning contrastive-learning iccv2021 unsupervised-semantic-segmentation

Updated Jun 14, 2022
Python

JohnGiorgi / DeCLUTR

Star

The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!