Self-Supervised

A collection of 70 posts

Understanding Self-Supervised Learning in a Decentralized Setting

Self-Supervised

Understanding Self-Supervised Learning in a Decentralized Setting

Does Decentralized Learning with non-IID Unlabeled Data Benefit from Self Supervision? This is the PyTorch implementation of the paper “Does Decentralized Learning with non-IID Unlabeled Data Benefit from Self Supervision?”. Requirments

17 January 2023

PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision (Oral)

PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision (Oral)

PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision (Oral)

05 April 2022

Self-Supervised Models are Continual Learners

Self-Supervised

Self-Supervised Models are Continual Learners

Self-Supervised Models are Continual Learners

31 March 2022

A Self-Supervised Descriptor for Image Copy Detection

Self-Supervised

A Self-Supervised Descriptor for Image Copy Detection

A Self-Supervised Descriptor for Image Copy Detection

30 March 2022

Watermarking Images in Self-Supervised Latent-Spaces

Self-Supervised

Watermarking Images in Self-Supervised Latent-Spaces

Watermarking Images in Self-Supervised Latent-Spaces

24 March 2022

Masked Autoencoders for Point Cloud Self-supervised Learning

Machine Learning

Masked Autoencoders for Point Cloud Self-supervised Learning

Masked Autoencoders for Point Cloud Self-supervised Learning

16 March 2022

VICReg: Variance-Invariance-Covariance Regularization For Self-Supervised Learning

Self-Supervised

VICReg: Variance-Invariance-Covariance Regularization For Self-Supervised Learning

VICReg: Variance-Invariance-Covariance Regularization For Self-Supervised Learning

04 March 2022

An easy-to-use implementation of VICReg in Pytorch

An easy-to-use implementation of VICReg in Pytorch

12 February 2022

A Novel Self-supervised Learning Task Designed for Anomaly Segmentation

A Novel Self-supervised Learning Task Designed for Anomaly Segmentation

PyToch implementation of A Novel Self-supervised Learning Task Designed for Anomaly Segmentation

22 January 2022

An official PyTorch Implementation of Boundary-aware Self-supervised Learning for Video Scene Segmentation (BaSSL)

An official PyTorch Implementation of Boundary-aware Self-supervised Learning for Video Scene Segmentation (BaSSL)

An official PyTorch Implementation of Boundary-aware Self-supervised Learning for Video Scene Segmentation (BaSSL)

18 January 2022

Self-Supervised

SSMNR | Self-Supervised Methods for Noise-Removal

SSMNR | Self-Supervised Methods for Noise-Removal

17 January 2022

representation learning

Self-supervised spatio-spectro-temporal represenation learning for EEG analysis

Self-supervised spatio-spectro-temporal represenation learning for EEG analysis

16 January 2022

Computer Vision

A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal Retrieval

A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal Retrieval

15 January 2022

Self-Supervised

A self-supervised learning framework for audio-visual speech

A self-supervised learning framework for audio-visual speech

09 January 2022

Mixup for Supervision, Semi- and Self-Supervision Learning Toolbox and Benchmark

Mixup for Supervision, Semi- and Self-Supervision Learning Toolbox and Benchmark

Mixup for Supervision, Semi- and Self-Supervision Learning Toolbox and Benchmark

31 December 2021

Self-Supervised

Code release for SLIP Self-supervision meets Language-Image Pre-training

Code release for SLIP Self-supervision meets Language-Image Pre-training

24 December 2021

Graph Self-Supervised Learning for Optoelectronic Properties of Organic Semiconductors

Graph Self-Supervised Learning for Optoelectronic Properties of Organic Semiconductors

20 December 2021

Deep Level Set for Box-supervised Instance Segmentation in Aerial Images

Deep Level Set for Box-supervised Instance Segmentation in Aerial Images

Deep Level Set for Box-supervised Instance Segmentation in Aerial Images

13 December 2021

Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition

Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition

Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition

06 December 2021

Self-Supervised

Self-Supervised Learning with Kernel Dependence Maximization

Self-Supervised Learning with Kernel Dependence Maximization

04 December 2021

Self-Supervised

Official implementation of the method ContIG, for self-supervised learning from medical imaging with genomics

Official implementation of the method ContIG, for self-supervised learning from medical imaging with genomics

03 December 2021

Self-Supervised Graph Representation Learning via Topology Transformations

Self-Supervised Graph Representation Learning via Topology Transformations

03 December 2021

Self-Supervised Pre-Training for Transformer-Based Person Re-Identification

Self-Supervised Pre-Training for Transformer-Based Person Re-Identification

03 December 2021

Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks

Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks

28 November 2021

A Domain-Agnostic Benchmark for Self-Supervised Learning

A Domain-Agnostic Benchmark for Self-Supervised Learning

26 November 2021

Self-Supervised Policy Adaptation during Deployment

Self-Supervised

Self-Supervised Policy Adaptation during Deployment

Self-Supervised Policy Adaptation during Deployment

26 November 2021

Self-Supervised

Masked Autoencoders Are Scalable Vision Learners for self-supervised ViT

Masked Autoencoders Are Scalable Vision Learners for self-supervised ViT

19 November 2021

Self-supervised Multi-modal Hybrid Fusion Network for Brain Tumor Segmentation

Self-supervised Multi-modal Hybrid Fusion Network for Brain Tumor Segmentation

18 November 2021

Self-Supervised

Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation

Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation

16 November 2021

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

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

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

07 November 2021

Towards the Generalization of Contrastive Self-Supervised Learning

Towards the Generalization of Contrastive Self-Supervised Learning

03 November 2021

Improving Transferability of Representations via Augmentation-Aware Self-Supervision

Improving Transferability of Representations via Augmentation-Aware Self-Supervision

Improving Transferability of Representations via Augmentation-Aware Self-Supervision

28 October 2021

Self-Supervised

Codebase for the self-supervised goal reaching benchmark introduced in the LEXA paper

Codebase for the self-supervised goal reaching benchmark introduced in the LEXA paper

23 October 2021

Self-Supervised Learning by Estimating Twin Class Distribution

Self-Supervised

Self-Supervised Learning by Estimating Twin Class Distribution

Self-Supervised Learning by Estimating Twin Class Distribution

22 October 2021

Self-supervised learning of Image Scale and Orientation Estimation

Self-Supervised

Self-supervised learning of Image Scale and Orientation Estimation

Self-supervised learning of Image Scale and Orientation Estimation

22 October 2021

Code for MarioNette: Self-Supervised Sprite Learning, in NeurIPS 2021

Self-Supervised

Code for MarioNette: Self-Supervised Sprite Learning, in NeurIPS 2021

Code for MarioNette: Self-Supervised Sprite Learning, in NeurIPS 2021

22 October 2021

TLDR: Twin Learning for Dimensionality Reduction

Machine Learning

TLDR: Twin Learning for Dimensionality Reduction

TLDR: Twin Learning for Dimensionality Reduction

19 October 2021

A JAX implementation of Broaden Your Views for Self-Supervised Video Learning, or BraVe for short

A JAX implementation of Broaden Your Views for Self-Supervised Video Learning, or BraVe for short

15 October 2021

Self-Supervised

Self Supervised Representation Learning With Deep Clustering For Acoustic Unit Discovery From Raw Speech

Self Supervised Representation Learning With Deep Clustering For Acoustic Unit Discovery From Raw Speech

15 October 2021

Self-Supervised

Self-Supervised Graph Transformer on Large-Scale Molecular Data

Self-Supervised Graph Transformer on Large-Scale Molecular Data

15 October 2021

The self-supervised goal reaching benchmark introduced in Discovering and Achieving Goals via World Models

The self-supervised goal reaching benchmark introduced in Discovering and Achieving Goals via World Models

The self-supervised goal reaching benchmark introduced in Discovering and Achieving Goals via World Models

15 October 2021

Revitalizing CNN Attention via Transformers in Self-Supervised Visual Representation Learning

Revitalizing CNN Attention via Transformers in Self-Supervised Visual Representation Learning

Revitalizing CNN Attention via Transformers in Self-Supervised Visual Representation Learning

14 October 2021

Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection

Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection

Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection

14 October 2021

Motif-based Graph Self-Supervised Learning forMolecular Property Prediction

Motif-based Graph Self-Supervised Learning forMolecular Property Prediction

14 October 2021

SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning

Self-Supervised

SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning

SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning

12 October 2021

Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

11 October 2021

Video Autoencoder: self-supervised disentanglement of 3D structure and motion

Video Autoencoder: self-supervised disentanglement of 3D structure and motion

Video Autoencoder: self-supervised disentanglement of 3D structure and motion

07 October 2021

Dense Contrastive Learning (DenseCL) for self-supervised representation learning

Dense Contrastive Learning (DenseCL) for self-supervised representation learning

Dense Contrastive Learning (DenseCL) for self-supervised representation learning

01 October 2021

State-of-the-art deep learning and self-supervised learning algorithms for tabular data using PyTorch

State-of-the-art deep learning and self-supervised learning algorithms for tabular data using PyTorch

State-of-the-art deep learning and self-supervised learning algorithms for tabular data using PyTorch

30 September 2021

Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation

Self-Supervised

Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation

Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation

29 September 2021