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Self-Supervised Learning

104 papers with code · Computer Vision

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Divide-and-Rule: Self-Supervised Learning for Survival Analysis in Colorectal Cancer

7 Jul 2020christianabbet/DnR

In this work, we aim to learn histopathological patterns within cancerous tissue regions that can be used to improve prognostic stratification for colorectal cancer.

DEEP CLUSTERING SELF-SUPERVISED LEARNING SURVIVAL ANALYSIS

1
07 Jul 2020

Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised Learning

28 Jun 2020fepegar/resector

In addition to EPISURG, we used three public datasets comprising 1813 preoperative MR images for training.

SELF-SUPERVISED LEARNING SEMANTIC SEGMENTATION

4
28 Jun 2020

Self-Supervised Prototypical Transfer Learning for Few-Shot Classification

19 Jun 2020indy-lab/ProtoTransfer

Building on these insights and on advances in self-supervised learning, we propose a transfer learning approach which constructs a metric embedding that clusters unlabeled prototypical samples and their augmentations closely together.

FEW-SHOT LEARNING SELF-SUPERVISED LEARNING TRANSFER LEARNING

9
19 Jun 2020

Self-supervised Learning on Graphs: Deep Insights and New Direction

17 Jun 2020ChandlerBang/SelfTask-GNN

Thus, we seek to harness SSL for GNNs to fully exploit the unlabeled data.

SELF-SUPERVISED LEARNING

16
17 Jun 2020

When Does Self-Supervision Help Graph Convolutional Networks?

16 Jun 2020Shen-Lab/SS-GCNs

We first elaborate three mechanisms to incorporate self-supervision into GCNs, analyze the limitations of pretraining & finetuning and self-training, and proceed to focus on multi-task learning.

MULTI-TASK LEARNING REPRESENTATION LEARNING SELF-SUPERVISED LEARNING

19
16 Jun 2020

Robot Perception enables Complex Navigation Behavior via Self-Supervised Learning

16 Jun 2020mchancan/citylearn

Learning visuomotor control policies in robotic systems is a fundamental problem when aiming for long-term behavioral autonomy.

SELF-SUPERVISED LEARNING VISUAL LOCALIZATION VISUAL ODOMETRY

7
16 Jun 2020

Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

13 Jun 2020lucidrains/byol-pytorch

From an augmented view of an image, we train the online network to predict the target network representation of the same image under a different augmented view.

REPRESENTATION LEARNING SELF-SUPERVISED IMAGE CLASSIFICATION SELF-SUPERVISED LEARNING SEMI-SUPERVISED IMAGE CLASSIFICATION

155
13 Jun 2020

MatchGAN: A Self-Supervised Semi-Supervised Conditional Generative Adversarial Network

11 Jun 2020justin941208/MatchGAN

We propose a novel self-supervised semi-supervised learning approach for conditional Generative Adversarial Networks (GANs).

SELF-SUPERVISED LEARNING

10
11 Jun 2020

Demystifying Self-Supervised Learning: An Information-Theoretical Framework

10 Jun 2020yaohungt/Demystifying_Self_Supervised_Learning

Self-supervised representation learning adopts self-defined signals as supervision and uses the learned representation for downstream tasks, such as masked language modeling (e. g., BERT) for natural language processing and contrastive visual representation learning (e. g., SimCLR) for computer vision applications.

LANGUAGE MODELLING REPRESENTATION LEARNING SELF-SUPERVISED LEARNING

13
10 Jun 2020