Python self-supervised-learning

Open-source Python projects categorized as self-supervised-learning
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Topics: Deep Learning Pytorch Machine Learning Computer Vision unsupervised-learning
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Top 23 Python self-supervised-learning Projects

  • transferlearning

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

  • 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

  • InfluxDB

    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.

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  • 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

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  • byol-pytorch

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

  • EasyCV

    An all-in-one toolkit for computer vision

    • Project mention: FLaNK Stack Weekly for 20 June 2023 | dev.to | 2023-06-20

    All in One Computer Vision https://github.com/alibaba/EasyCV

  • 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]

  • SimMIM

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

  • PaddleHelix

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

  • 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.

  • manydepth

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

    • Project mention: How Many Sensors for Autonomous Driving? | news.ycombinator.com | 2023-06-07

    Yup! This kind of reconstruction is known as multi-view reconstruction. Though the cameras don't need to have a movable mount, they're already on a car which moves! The car moves and gives them a new "perspective" at every frame. That's how some monocular systems already work. Here's an example of one such system: https://github.com/nianticlabs/manydepth

    That said, I think what you're referring to is more extreme perspectives that shift in ways the car cannot drive and you are correct that this would aid in reconstruction. This is how NERF models do their 3D reconstruction (https://nerfies.github.io/).

  • Transformer-SSL

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

  • 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

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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). The latest post mention was on 2023-11-16.

Python self-supervised-learning related posts

Index

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

Project Stars
1 transferlearning 12,808
2 PaddleSpeech 10,069
3 dino 5,814
4 pytorch-metric-learning 5,754
5 mmpretrain 3,137
6 mmselfsup 3,077
7 lightly 2,732
8 byol-pytorch 1,682
9 EasyCV 1,671
10 SparK 1,384
11 solo-learn 1,355
12 Unsupervised-Classification 1,301
13 SimMIM 860
14 PaddleHelix 782
15 dipy 668
16 manydepth 591
17 Transformer-SSL 589
18 VideoMAEv2 392
19 Unsupervised-Semantic-Segmentation 386
20 DiffCSE 279
21 PASS 257
22 unsupervised-depth-completion-visual-inertial-odometry 182
23 STEPS 165

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