self-supervised-learning

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

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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.

  • simclr

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

  • mmpretrain

    OpenMMLab Pre-training Toolbox and Benchmark

  • mmselfsup

    OpenMMLab Self-Supervised Learning Toolbox and Benchmark

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • 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

  • SfMLearner

    An unsupervised learning framework for depth and ego-motion estimation from monocular videos

  • 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".

  • HIPT

    Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

  • 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]

  • soft-vc

    Soft speech units for voice conversion

    • Project mention: Where can I find more info on the various model files | /r/SFWdeepfakes | 2023-05-05

    Also been looking into CycleGANs to do "voice conversions." I found that the term "voice conversion" is a research-friendly way to say you are doing voice clones. I found this one really good and I've been quite impressed : https://github.com/bshall/soft-vc

  • 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).

self-supervised-learning related posts

Index

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

Project Stars
1 transferlearning 12,867
2 PaddleSpeech 10,161
3 dino 5,854
4 pytorch-metric-learning 5,764
5 simclr 3,927
6 mmpretrain 3,156
7 mmselfsup 3,084
8 lightly 2,750
9 SfMLearner 1,927
10 byol-pytorch 1,687
11 EasyCV 1,679
12 SparK 1,387
13 solo-learn 1,355
14 Unsupervised-Classification 1,306
15 SimMIM 860
16 PaddleHelix 789
17 dipy 669
18 manydepth 594
19 Transformer-SSL 589
20 HIPT 455
21 VideoMAEv2 396
22 Unsupervised-Semantic-Segmentation 386
23 soft-vc 375

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