#Contrastive-learning

Showing 39 of 39 repositories tagged #contrastive-learning, ranked by stars

KevinMusgrave
KevinMusgrave
pytorch-metric-learning

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

Score
100
โ˜… 6.3k โ‘‚ 659 +3/day
Python
google-research
google-research
simclr

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

Score
86
โ˜… 4.5k โ‘‚ 667 +1/day
Jupyter Notebook
lightly-ai
lightly-ai
lightly

A python library for self-supervised learning on images.

Score
100
โ˜… 3.8k โ‘‚ 339 โ€”
Python
lightly-ai
lightly-ai
lightly-train

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

Score
96
โ˜… 1.6k โ‘‚ 89 +3/day
Python
dailenson
dailenson
SDT

This repository is the official implementation of Disentangling Writer and Character Styles for Handwriting Generation (CVPR 2023)

Score
71
โ˜… 1.4k โ‘‚ 111 +2/day
Python
unum-cloud
unum-cloud
UForm

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and ๐Ÿ”œ video, up to 5x faster than OpenAI CLIP and LLaVA ๐Ÿ–ผ๏ธ & ๐Ÿ–‹๏ธ

Score
82
โ˜… 1.2k โ‘‚ 78 +1/day
Python
lucidrains
lucidrains
CoCa-pytorch

Implementation of CoCa, Contrastive Captioners are Image-Text Foundation Models, in Pytorch

Score
64
โ˜… 1.2k โ‘‚ 89 โ€”
Python
AdaptiveMotorControlLab
AdaptiveMotorControlLab
CEBRA

Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA

Score
93
โ˜… 1.1k โ‘‚ 98 +2/day
Python
PyGCL
PyGCL
PyGCL

PyGCL: A PyTorch Library for Graph Contrastive Learning

Score
67
โ˜… 962 โ‘‚ 97 โ€”
Python
nomic-ai
nomic-ai
contrastors

Train Models Contrastively in Pytorch

Score
60
โ˜… 798 โ‘‚ 65 +3/day
Python
lucidrains
lucidrains
x-clip

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

Score
61
โ˜… 724 โ‘‚ 49 โ€”
Python
TIGER-AI-Lab
TIGER-AI-Lab
VLM2Vec

This repo contains the code for "VLM2Vec" [ICLR 2025], "VLM2Vec-V2 [TMLR 2026]", and "MMEB-V3"

Score
100
โ˜… 663 โ‘‚ 60 โ€”
Python
qdrant
qdrant
quaterion

Blazing fast framework for fine-tuning similarity learning models

Score
89
โ˜… 661 โ‘‚ 48 โ€”
Python
Westlake-AI
Westlake-AI
openmixup

CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark

Score
75
โ˜… 659 โ‘‚ 63 โ€”
Python
MishaLaskin
MishaLaskin
curl

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

Score
57
โ˜… 605 โ‘‚ 92 โ€”
Python
ryanzhumich
ryanzhumich
Contrastive-Learning-NLP-Papers

Paper List for Contrastive Learning for Natural Language Processing

Score
43
โ˜… 574 โ‘‚ 60 โ€”
HKUDS
HKUDS
SSLRec

[WSDM'2024 Oral] "SSLRec: A Self-Supervised Learning Framework for Recommendation"

Score
50
โ˜… 565 โ‘‚ 82 โ€”
Python
mims-harvard
mims-harvard
TFC-pretraining

Self-supervised contrastive learning for time series via time-frequency consistency

Score
46
โ˜… 526 โ‘‚ 96 +1/day
Python
emadeldeen24
emadeldeen24
TS-TCC

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

Score
54
โ˜… 495 โ‘‚ 124 +1/day
Python
Haochen-Wang409
Haochen-Wang409
U2PL

[CVPR'22 & IJCV'24] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels & Using Unreliable Pseudo-Labels for Label-Efficient Semantic Segmentation

Score
39
โ˜… 479 โ‘‚ 61 โ€”
Python
Optimization-AI
Optimization-AI
LibAUC

LibAUC: A Deep Learning Library for X-Risk Optimization

Score
79
โ˜… 321 โ‘‚ 43 โ€”
Python
ContrastiveSR
ContrastiveSR
Contrastive_Learning_Papers

A list of contrastive Learning papers

Score
32
โ˜… 312 โ‘‚ 37 โ€”
galilai-group
galilai-group
stable-pretraining

Reliable, minimal and scalable library for pretraining foundation and world models

Score
80
โ˜… 281 โ‘‚ 52 +4/day
Python
lucidrains
lucidrains
pixel-level-contrastive-learning

Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch

Score
29
โ˜… 266 โ‘‚ 27 โ€”
Python
miccunifi
miccunifi
ARNIQA

[WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment

Score
68
โ˜… 154 โ‘‚ 5 โ€”
Python
whyisyoung
whyisyoung
CADE

Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications

Score
25
โ˜… 148 โ‘‚ 41 โ€”
Python
chen742
chen742
PiPa

Official Implementation of PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation

Score
33
โ˜… 100 โ‘‚ 15 โ€”
Python
X-PLUG
X-PLUG
mPLUG-HalOwl

mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating

Score
0
โ˜… 100 โ‘‚ 2 โ€”
Python
zhaodongsun
zhaodongsun
contrast-phys

[TPAMI & ECCV 2022] Contrast-Phys & Contrast-Phys+ for facial video-based remote physiological signal measurement

Score
21
โ˜… 98 โ‘‚ 23 โ€”
Python
brendel-group
brendel-group
cl-ica

Code for the paper "Contrastive Learning Inverts the Data Generating Process".

Score
18
โ˜… 93 โ‘‚ 12 โ€”
Python
Junya-Chen
Junya-Chen
FlatCLR

FlatNCE: A Novel Contrastive Representation Learning Objective

Score
11
โ˜… 90 โ‘‚ 8 โ€”
Python
GuillaumeErhard
GuillaumeErhard
Supervised_contrastive_loss_pytorch

Independent implementation of Supervised Contrastive Loss. Straight to the point and beyond

Score
7
โ˜… 85 โ‘‚ 10 โ€”
Python
amazon-science
amazon-science
semimtr-text-recognition

Multimodal Semi-Supervised Learning for Text Recognition (SemiMTR)

Score
14
โ˜… 83 โ‘‚ 12 โ€”
Python
zwyang6
zwyang6
SeCo

[CVPR2024] Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation

Score
4
โ˜… 82 โ‘‚ 2 โ€”
Python
LongxingTan
LongxingTan
open-retrievals

All-in-One: Text Embedding, Retrieval, Reranking and RAG in Transformers

Score
40
โ˜… 72 โ‘‚ 13 โ€”
Python
lucidrains
lucidrains
contrastive-rl

Contrastive Reinforcement Learning

Score
36
โ˜… 65 โ‘‚ 4 โ€”
Python
amazon-science
amazon-science
crossmodal-contrastive-learning

CrossCLR: Cross-modal Contrastive Learning For Multi-modal Video Representations, ICCV 2021

Score
0
โ˜… 62 โ‘‚ 10 โ€”
Python
amazon-science
amazon-science
ContraCLM

[ACL 2023] Code for ContraCLM: Contrastive Learning For Causal Language Model

Score
20
โ˜… 35 โ‘‚ 2 โ€”
Python
LarsDoorenbos
LarsDoorenbos
generate-spectra

Repository for "Galaxy spectroscopy without spectra: Galaxy properties from photometric images with conditional diffusion models" (ApJ) and "Generating astronomical spectra from photometry with conditional diffusion models" (ML4PS@NeurIPS 2022)

Score
0
โ˜… 17 โ‘‚ 2 โ€”
Python
Related Topics
#deep-learning#computer-vision#self-supervised-learning#pytorch#machine-learning#representation-learning#embeddings#multimodal#artificial-intelligence#transformers#metric-learning#simclr

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