contrastive-reconstruction VS self_supervised

Compare contrastive-reconstruction vs self_supervised and see what are their differences.

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. (by bayer-science-for-a-better-life)

self_supervised

Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks. (by KeremTurgutlu)
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contrastive-reconstruction self_supervised
1 1
13 318
- -
10.0 0.0
almost 3 years ago over 1 year ago
Python Jupyter Notebook
GNU General Public License v3.0 only Apache License 2.0
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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contrastive-reconstruction

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

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

What are some alternatives?

When comparing contrastive-reconstruction and self_supervised you can also consider the following projects:

MAGIST-Algorithm - Multi-Agent Generally Intelligent Simultaneous Training Algorithm for Project Zeta

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]

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

mmselfsup - OpenMMLab Self-Supervised Learning Toolbox and Benchmark

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