self_supervised VS solo-learn

Compare self_supervised vs solo-learn and see what are their differences.

self_supervised

Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks. (by KeremTurgutlu)
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self_supervised solo-learn
1 3
318 1,461
- 0.9%
0.0 0.0
almost 2 years ago 16 days ago
Jupyter Notebook Python
Apache License 2.0 MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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self_supervised

Posts with mentions or reviews of self_supervised. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-15.
  • [D]Use SimCLR as pretraining for image segmentation
    4 projects | /r/MachineLearning | 15 Oct 2022
    You may want to check out pip install self-supervised https://github.com/KeremTurgutlu/self_supervised which benchmarks several selfsupervised methods, here's a SimCLR tutorial https://keremturgutlu.github.io/self_supervised/01%20-%20training_simclr_iwang.html

solo-learn

Posts with mentions or reviews of solo-learn. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-15.

What are some alternatives?

When comparing self_supervised and solo-learn you can also consider the following projects:

contrastive-reconstruction - Tensorflow-keras implementation for Contrastive Reconstruction (ConRec) : a self-supervised learning algorithm that obtains image representations by jointly optimizing a contrastive and a self-reconstruction loss.

Revisiting-Contrastive-SSL - Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

vissl - VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.

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

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

lightning-transformers - Flexible components pairing 🤗 Transformers with :zap: Pytorch Lightning

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

detrex - detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks.

mmselfsup - OpenMMLab Self-Supervised Learning Toolbox and Benchmark

vectorrvnn - Data Driven method for hierarchical grouping of paths in Vector Graphics.

pytorch-forecasting - Time series forecasting with PyTorch

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