Top 23 contrastive-learning Open-Source Projects

• pytorch-metric-learning

  3 5,770 7.9 Python

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

• simclr

  13 3,933 2.9 Jupyter Notebook

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

  

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• lightly

  16 2,750 8.8 Python

  A python library for self-supervised learning on images.

  

Project mention: Show HN: Lightly – A Python library for self-supervised learning on images | news.ycombinator.com | 2023-11-16

• solo-learn

  3 1,357 5.9 Python

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

• Unsupervised-Classification

  2 1,308 1.4 Python

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

• Awesome-CLIP

  2 1,019 0.0

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

• similarity

  7 996 6.5 Python

  TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

  

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

• CoCa-pytorch

  1 975 6.2 Python

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

• InternVideo

  3 933 8.0 Python

  Video Foundation Models & Data for Multimodal Understanding

  

• CEBRA

  5 840 7.7 Python

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

  

Project mention: What are the best AI tools you've ACTUALLY used? | /r/artificial | 2023-06-08

Cebra AI: An AI-powered customer service platform.

• x-clip

  1 650 5.8 Python

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

• quaterion

  4 624 2.3 Python

  Blazing fast framework for fine-tuning similarity learning models

  

• efficient-gnns

  2 525 0.0 Python

  Code and resources on scalable and efficient Graph Neural Networks

• Contrastive-Learning-NLP-Papers

  1 493 0.8

  Paper List for Contrastive Learning for Natural Language Processing

• Unsupervised-Semantic-Segmentation

  1 386 1.8 Python

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

• TS-TCC

  1 311 3.2 Python

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

• GradCache

  1 305 4.5 Python

  Run Effective Large Batch Contrastive Learning Beyond GPU/TPU Memory Constraint

• DiffCSE

  3 286 0.0 Python

  Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

• CSI

  1 269 0.0 Python

  CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

  

• Awesome-SSL4TS

  2 221 7.3

  A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).

Project mention: Awesome-SSL4TS: NEW Data - star count:102.0 | /r/algoprojects | 2023-10-17

• ContraD

  1 189 0.0 Python

  Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)

• AdCo

  2 161 0.9 Python

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

  

• sapbert

  1 156 0.0 Python

  [NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

  

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

contrastive-learning related posts

• Awesome-SSL4TS: NEW Data - star count:102.0

  1 project | /r/algoprojects | 17 Oct 2023

• GPT-4 Week 7. Government oversight, Strikes, Education, Layoffs & Big tech are moving - Nofil's Weekly Breakdown

  3 projects | /r/ChatGPT | 7 May 2023

• Positive and Negative Sampling Strategies for Representation Learning in Semantic Search

  2 projects | /r/LanguageTechnology | 25 Mar 2023

• Awesome CLIP

  1 project | news.ycombinator.com | 22 Feb 2023

• [D] Why is random cropping necessary in SimCLR?

  1 project | /r/MachineLearning | 30 Sep 2022

• [R] Deep Learning with a Small Training Batch (or Lack Thereof). Part 1

  5 projects | /r/MachineLearning | 29 Aug 2022

• [D] Current trends in computer vision related to unsupervised learning

  2 projects | /r/MachineLearning | 6 Aug 2022
• A note from our sponsor - SaaSHub
  www.saashub.com | 3 May 2024

  SaaSHub helps you find the best software and product alternatives Learn more →

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