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Self-Supervised Learning

104 papers with code ยท Computer Vision

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Learning Speech Representations from Raw Audio by Joint Audiovisual Self-Supervision

8 Jul 2020

This enriches the audio encoder with visual information and the encoder can be used for evaluation without the visual modality.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION SELF-SUPERVISED LEARNING TEMPORAL ACTION LOCALIZATION

Self-supervised Skull Reconstruction in Brain CT Images with Decompressive Craniectomy

7 Jul 2020

Decompressive craniectomy (DC) is a common surgical procedure consisting of the removal of a portion of the skull that is performed after incidents such as stroke, traumatic brain injury (TBI) or other events that could result in acute subdural hemorrhage and/or increasing intracranial pressure.

SELF-SUPERVISED LEARNING

In the Wild: From ML Models to Pragmatic ML Systems

6 Jul 2020

Enabling robust intelligence in the wild entails learning systems that offer uninterrupted inference while affording sustained training, with varying amounts of data & supervision.

SELF-SUPERVISED LEARNING

Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation

4 Jul 2020

In this work, we propose a novel framework, Inference Stage Optimization (ISO), for improving the generalizability of 3D pose models when source and target data come from different pose distributions.

3D HUMAN POSE ESTIMATION SELF-SUPERVISED LEARNING

Noise2Filter: fast, self-supervised learning and real-time reconstruction for 3D Computed Tomography

3 Jul 2020

To overcome this issue, we propose Noise2Filter, a learned filter method that can be trained using only the measured data, and does not require any additional training data.

3D RECONSTRUCTION SELF-SUPERVISED LEARNING

Self-supervised Neural Architecture Search

3 Jul 2020

Neural Architecture Search (NAS) has been used recently to achieve improved performance in various tasks and most prominently in image classification.

IMAGE CLASSIFICATION NEURAL ARCHITECTURE SEARCH SELF-SUPERVISED LEARNING

ADD: Analytically Differentiable Dynamics for Multi-Body Systems with Frictional Contact

2 Jul 2020

We present a differentiable dynamics solver that is able to handle frictional contact for rigid and deformable objects within a unified framework.

MOTION PLANNING SELF-SUPERVISED LEARNING

Contrastive Self-Supervised Learning for Commonsense Reasoning

ACL 2020

We achieve such commonsense reasoning by constructing pair-wise contrastive auxiliary predictions.

SELF-SUPERVISED LEARNING

A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks

1 Jul 2020

It involves first pre-training a model on a large amount of unlabeled data, then adapting the model to target tasks of interest.

SELF-SUPERVISED LEARNING TRANSFER LEARNING

Self-Supervised Learning of a Biologically-Inspired Visual Texture Model

30 Jun 2020

These responses are processed by a second stage (analogous to cortical area V2) consisting of convolutional filters followed by half-wave rectification and pooling to generate V2 'complex cell' responses.

SELF-SUPERVISED LEARNING TEXTURE CLASSIFICATION