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In this project, we propose to study Vision Transformers trained using the Barlow Twins self-supervised method, and compare the results with DINO. We demonstrate the effectiveness of the Barlow Twins method by showing that networks pretrained on the small PASCAL VOC 2012 dataset are able to generalize well. Authors: Apavou Clément & Zucker Arthur
Updated
Feb 24, 2022
Python
Implementation of Barlow Twins: Self-Supervised Learning via Redundancy Reduction with `timm` integration
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Mar 9, 2022
Jupyter Notebook
This repository contains the code for continual barlow twins with embedding regularizer as a continual learning technique.
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Sep 28, 2022
Python
Contrastive learning implementations using pyssl
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Oct 31, 2023
Python
Barlow Twins for Scanpath prediction on paintings
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Sep 2, 2024
Python
Official implementation of "Augmentation-aware Self-supervised Learning with Conditioned Projector"
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Dec 14, 2023
Python
Implementation of Barlow Twins in Pytorch
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Dec 11, 2022
Python
Self supervised Learning On resnet 15 using Custom Generative adverisal Network to generate Images of the labelled and Unlabeled images dataset
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Aug 9, 2024
Python
Official PyTorch Implementation of Guarding Barlow Twins Against Overfitting with Mixed Samples
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Jan 19, 2024
Python
This project utilized Self-Supervised learning methods (SimCLR & SimSiam) to recognize vehicle-type (or any object) based on a custom dataset
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Sep 24, 2023
Jupyter Notebook
Codebase for Imperial MSc AI Individual Project - Self-Supervised Learning for Audio Inference
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May 6, 2023
Python
Copy of assignments submitted to the course-work of DL_425
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Feb 6, 2022
Jupyter Notebook
An easy-to-use implementation of Barlow Twins for Pytorch.
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May 16, 2021
Python
[ICIP 2023] Exploring Self-Supervised Learning for Low-Resource Medical Image Analysis, IEEE Intl. Conf. on Image Processing (ICIP), 2023 (accepted)
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Jul 8, 2023
Python
Framework for training and evaluating self-supervised learning methods for speaker verification.
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Jun 23, 2022
Jupyter Notebook
Self-Supervised Learning in PyTorch
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Mar 14, 2024
Python
Collections of self-supervised methods, based on cvpods.
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Aug 21, 2021
Python
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
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May 6, 2024
Python
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
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Aug 7, 2024
Python
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