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Top 23 Python self-supervised-learning Projects
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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.
PaddlePaddle/PaddleSpeech
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Project mention: Batch-wise processing or image-by-image processing? (DINO V1) | /r/learnmachinelearning | 2023-11-15
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pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
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Project mention: Show HN: Lightly – A Python library for self-supervised learning on images | news.ycombinator.com | 2023-11-16
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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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byol-pytorch
Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch
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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)
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solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
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Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
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PaddleHelix
Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
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SimMIM
This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling".
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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.
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Transformer-SSL
This is an official implementation for "Self-Supervised Learning with Swin Transformers".
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Unsupervised-Semantic-Segmentation
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
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DiffCSE
Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"
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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)
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STEPS
This is the official repository for ICRA-2023 paper "STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation"
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Python self-supervised-learning discussion
Python self-supervised-learning related posts
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Show HN: OK-Robot: open, modular home robot framework for pick-and-drop anywhere
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Show HN: Lightly – A Python library for self-supervised learning on images
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Batch-wise processing or image-by-image processing? (DINO V1)
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GitHub - lightly-ai/lightly: A python library for self-supervised learning on images.
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A Python library for self-supervised learning on images
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Will AIs Take All Our Jobs and End Human History–Or Not? Well, It’s Complicated
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An Idea for Integration
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A note from our sponsor - Scout Monitoring
www.scoutapm.com | 16 Sep 2024
Index
What are some of the best open-source self-supervised-learning projects in Python? This list will help you:
Project | Stars | |
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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 |