Python self-supervised-learning

Open-source Python projects categorized as self-supervised-learning

Top 23 Python self-supervised-learning Projects

self-supervised-learning
  • transferlearning

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

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  • PaddleSpeech

    Easy-to-use Speech Toolkit including Self-Supervised Learning model, SOTA/Streaming ASR with punctuation, Streaming TTS with text frontend, Speaker Verification System, End-to-End Speech Translation and Keyword Spotting. Won NAACL2022 Best Demo Award.

    Project mention: Open Source Libraries | /r/AudioAI | 2023-10-02

    PaddlePaddle/PaddleSpeech

  • dino

    PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

    Project mention: Batch-wise processing or image-by-image processing? (DINO V1) | /r/learnmachinelearning | 2023-11-15
  • pytorch-metric-learning

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

  • mmpretrain

    OpenMMLab Pre-training Toolbox and Benchmark

  • mmselfsup

    OpenMMLab Self-Supervised Learning Toolbox and Benchmark

  • lightly

    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
  • InfluxDB

    Purpose built for real-time analytics at any scale. InfluxDB Platform is powered by columnar analytics, optimized for cost-efficient storage, and built with open data standards.

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  • EasyCV

    An all-in-one toolkit for computer vision

  • byol-pytorch

    Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch

  • SparK

    [ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling" (by keyu-tian)

  • solo-learn

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

  • Unsupervised-Classification

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

  • PaddleHelix

    Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集

  • SimMIM

    This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling".

  • dipy

    DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.

  • Transformer-SSL

    This is an official implementation for "Self-Supervised Learning with Swin Transformers".

  • manydepth

    [CVPR 2021] Self-supervised depth estimation from short sequences

  • VideoMAEv2

    [CVPR 2023] VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking

  • Unsupervised-Semantic-Segmentation

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

  • DiffCSE

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

  • PASS

    The PASS dataset: pretrained models and how to get the data

  • unsupervised-depth-completion-visual-inertial-odometry

    Tensorflow and PyTorch implementation of Unsupervised Depth Completion from Visual Inertial Odometry (in RA-L January 2020 & ICRA 2020)

  • STEPS

    This is the official repository for ICRA-2023 paper "STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation"

  • SaaSHub

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

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Python self-supervised-learning related posts

  • Show HN: OK-Robot: open, modular home robot framework for pick-and-drop anywhere

    5 projects | news.ycombinator.com | 23 Feb 2024
  • Show HN: Lightly – A Python library for self-supervised learning on images

    1 project | news.ycombinator.com | 16 Nov 2023
  • Batch-wise processing or image-by-image processing? (DINO V1)

    1 project | /r/learnmachinelearning | 15 Nov 2023
  • GitHub - lightly-ai/lightly: A python library for self-supervised learning on images.

    1 project | /r/Python | 23 May 2023
  • A Python library for self-supervised learning on images

    1 project | news.ycombinator.com | 11 May 2023
  • Will AIs Take All Our Jobs and End Human History–Or Not? Well, It’s Complicated

    1 project | news.ycombinator.com | 16 Mar 2023
  • An Idea for Integration

    1 project | /r/robotics | 29 Jan 2023
  • A note from our sponsor - Scout Monitoring
    www.scoutapm.com | 16 Sep 2024
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Index

What are some of the best open-source self-supervised-learning projects in Python? This list will help you:

Project Stars
1 transferlearning 13,259
2 PaddleSpeech 10,869
3 dino 6,216
4 pytorch-metric-learning 5,946
5 mmpretrain 3,375
6 mmselfsup 3,125
7 lightly 2,921
8 EasyCV 1,757
9 byol-pytorch 1,733
10 SparK 1,419
11 solo-learn 1,411
12 Unsupervised-Classification 1,341
13 PaddleHelix 974
14 SimMIM 886
15 dipy 700
16 Transformer-SSL 614
17 manydepth 611
18 VideoMAEv2 483
19 Unsupervised-Semantic-Segmentation 397
20 DiffCSE 288
21 PASS 262
22 unsupervised-depth-completion-visual-inertial-odometry 185
23 STEPS 175

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