Unsupervised-Classification VS contrastive-reconstruction

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

Unsupervised-Classification

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020] (by wvangansbeke)
unsupervised-learning image-classification self-supervised-learning Clustering eccv-2020 Eccv2020 representation-learning contrastive-learning simclr moco
Source Code
arxiv.org
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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)
Keras Tensorflow2 self-supervised-learning simclr conrec attention-pooling finegrained represenation-learning toy-dataset
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Unsupervised-Classification contrastive-reconstruction
2 1
1,308 15
- -
1.4 10.0
9 months ago about 2 years ago
Python Python
GNU General Public License v3.0 or later GNU General Public License v3.0 only
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Unsupervised-Classification

Posts with mentions or reviews of Unsupervised-Classification. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-04-13.

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.

What are some alternatives?

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

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

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

self-supervised - Whitening for Self-Supervised Representation Learning | Official repository

self_supervised - Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks.

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

solo-learn - solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

DiffCSE - Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

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

Transformer-SSL - This is an official implementation for "Self-Supervised Learning with Swin Transformers".

mmselfsup - OpenMMLab Self-Supervised Learning Toolbox and Benchmark

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

cs231n

Unsupervised-Classification vs simclr contrastive-reconstruction vs MAGIST-Algorithm Unsupervised-Classification vs self-supervised contrastive-reconstruction vs self_supervised Unsupervised-Classification vs Unsupervised-Semantic-Segmentation contrastive-reconstruction vs solo-learn Unsupervised-Classification vs DiffCSE contrastive-reconstruction vs vissl Unsupervised-Classification vs Transformer-SSL contrastive-reconstruction vs mmselfsup Unsupervised-Classification vs vectorrvnn Unsupervised-Classification vs cs231n