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)
| 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.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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.
-
[D]Use SimCLR as pretraining for image segmentation
How about this: https://github.com/bayer-science-for-a-better-life/contrastive-reconstruction
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
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