contrastive-learning

There are 16 repositories under contrastive-learning topic.

pytorch-metric-learning
KevinMusgrave / pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
computer-vision contrastive-learning deep-learning deep-metric-learning image-retrieval machine-learning metric-learning pytorch self-supervised-learning
Language:Python 4539
google-research / simclr
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
computer-vision contrastive-learning representation-learning self-supervised-learning simclr simclrv2 unsupervised-learning
Language:Jupyter Notebook 3077
lightly-ai / lightly
A python library for self-supervised learning on images.
active-learning computer-vision contrastive-learning deep-learning embeddings machine-learning pytorch self-supervised-learning
Language:Python 1669
Unsupervised-Classification
wvangansbeke / Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
clustering contrastive-learning eccv-2020 eccv2020 image-classification moco representation-learning self-supervised-learning simclr unsupervised-learning
Language:Python 1009
vturrisi / solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
barlow-twins byol contrastive-learning deep-learning deepcluster dino moco nnclr nvidia-dali pytorch pytorch-lightning ressl self-supervised-learning simclr simsiam swav transformer-models vibcreg vicreg wmse
Language:Python 860
tensorflow / similarity
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
barlow-twins clustering contrastive-learning cosine-similarity deep-learning knn machine-learning metric-learning nearest-neighbor-search nearest-neighbors python simclr simclr2 similarity-learning similarity-search simsiam tensorflow unsupervised-learning
Language:Python 841
JosephKJ / OWOD
(CVPR 2021 Oral) Open World Object Detection
open-world object-detection contrastive-learning energy-based-model detectron2 incremental-learning continual-learning cvpr2021 cvpr
Language:Python 824
salesforce / ALBEF
Code for ALBEF: a new vision-language pre-training method
vision-and-language representation-learning image-text weakly-supervised-learning contrastive-learning
Language:Python 579
SimCLR
Spijkervet / SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.
simclr pytorch contrastive-learning unsupervised-learning representation-learning
Language:Python 503
PyGCL / PyGCL
PyGCL: A PyTorch Library for Graph Contrastive Learning
contrastive-learning graph-contrastive-learning graph-representation-learning machine-learning
Language:Python 475
MishaLaskin / curl
CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning
deep-learning contrastive-loss contrastive-learning contrastive-predictive-coding deep-reinforcement-learning deep-rl reinforcement-learning reinforcement-learning-algorithms curl sac gpu off-policy model-free-rl deep-neural-networks deeplearning deep-q-network deep-q-learning deep-learning-algorithms deeplearning-ai reinforcement-agents
Language:Python 465
tfzhou / ContrastiveSeg
ICCV2021 (Oral) - Exploring Cross-Image Pixel Contrast for Semantic Segmentation
semantic-segmentation contrastive-learning pixel-contrast hard-example-mining cityscapes pascal-context
Language:Python 455
lucidrains / x-clip
A concise but complete implementation of CLIP with various experimental improvements from recent papers
artificial-intelligence contrastive-learning deep-learning multi-modal-learning zero-shot-learning
Language:Python 375
salesforce / PCL
PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"
contrastive-learning pre-trained-model representation-learning self-supervised-learning unsupervsied-learning
Language:Python 356
Shen-Lab / GraphCL
[NeurIPS 2020] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen
graph-neural-network contrastive-learning self-supervised-learning pre-training
Language:Python 323
yzhuoning / Awesome-CLIP
Awesome list for research on CLIP (Contrastive Language-Image Pre-Training).
clip contrastive-learning pre-training
318
JohnGiorgi / DeCLUTR
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!
contrastive-learning natural-language-processing allennlp pytorch transformers representation-learning sentence-embeddings sentence-similarity semantic-search semantic-text-similarity metric-learning self-supervised-learning
Language:Python 306
Unsupervised-Semantic-Segmentation
wvangansbeke / Unsupervised-Semantic-Segmentation
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
clustering contrastive-learning iccv iccv2021 moco pascal-voc representation-learning self-supervised-learning semantic-segmentation unsupervised-learning unsupervised-semantic-segmentation
Language:Python 293
SXKDZ / awesome-self-supervised-learning-for-graphs
A curated list for awesome self-supervised learning for graphs.
contrastive-learning deep-learning graph-representation-learning machine-learning self-supervised-learning
276
zdaxie / PixPro
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning, CVPR 2021
cvpr2021 unsupervised-learning pixpro contrastive-learning pixel-level-contrastive-learning
Language:Python 272
lucidrains / CoCa-pytorch
Implementation of CoCa, Contrastive Captioners are Image-Text Foundation Models, in Pytorch
artificial-intelligence attention-mechanism contrastive-learning deep-learning image-to-text multimodal transformers
Language:Python 255
GCC
THUDM / GCC
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training @ KDD 2020
contrastive-learning graph-neural-networks pre-training
Language:Python 251
ContrastiveSR / Contrastive_Learning_Papers
A list of contrastive Learning papers
computer-vision contrastive-learning deep-learning graph natural-language-processing natural-language-understanding research-paper self-supervised-learning
215
alinlab / CSI
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)
novelty-detection anomaly-detection out-of-distribution-detection contrastive-learning
Language:Python 212
xyupeng / ContrastiveCrop
[CVPR 2022 Oral] Crafting Better Contrastive Views for Siamese Representation Learning
pytorch self-supervised-learning contrastive-learning
Language:Python 203
lucidrains / pixel-level-contrastive-learning
Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch
artificial-intelligence deep-learning self-supervised-learning contrastive-learning
Language:Python 196
Spijkervet / CLMR
Official PyTorch implementation of Contrastive Learning of Musical Representations
self-supervised-learning contrastive-learning music-information-retrieval music-classification
Language:Python 189
yxuansu / SimCTG
A Contrastive Framework for Neural Text Generation
textgeneration contrastive-learning nlp languagemodel decode language-modeling deeplearning
Language:Python 187
Yunfan-Li / Contrastive-Clustering
Code for the paper "Contrastive Clustering" (AAAI 2021)
clustering contrastive-learning
Language:Python 180
wvangansbeke / Self-Supervised-Learning-Overview
📜 Self-Supervised Learning from Images: Up-to-date reading list.
clustering contrastive-learning representation-learning self-supervised-learning unsupervised-learning
167
jh-jeong / ContraD
Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)
contrastive-learning data-augmentation deep-learning gan generative-adversarial-network iclr2021 pytorch unsupervised-learning
Language:Python 160
Haochen-Wang409 / U2PL
[CVPR 2022] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels
mechine-learning computer-vision semantic-segmentation semi-supervised-learning contrastive-learning cvpr2022 pytorch cityscapes pascal-voc deep-learning
Language:Python 156
luyug / GradCache
Run Effective Large Batch Contrastive Learning Beyond GPU/TPU Memory Constraint
jax flax contrastive-learning pytorch deep-learning
Language:Python 155
CRIPAC-DIG / GRACE
[GRL+ @ ICML 2020] PyTorch implementation for "Deep Graph Contrastive Representation Learning" (https://arxiv.org/abs/2006.04131v2)
contrastive-learning graph-representation-learning deep-learning machine-learning
Language:Python 153
yueyu1030 / COSINE
This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach' (In Proc. of NAACL-HLT 2021).
agnews contrastive-learning dataset fine-tuning language-model learning-with-noisy-labels pseudo-labeling roberta roberta-model self-training sentence-pair-classification slot-filling text-classification weak-supervision weakly-supervised-learning
Language:Python 153
maple-research-lab / AdCo
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries
contrastive-learning self-supervised-learning adco
Language:Python 149

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