Multi-task self-supervised visual learning

Multi-task self-supervised visual learning

We investigate methods for combining multiple self-supervised tasks-i.e., supervised tasks where data can be collected without manual labeling-in order to train a single visual representation. First, we provide an apples-to-apples comparison of four different self-supervised tasks using the very dee...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Doersch, C, Zisserman, A
Fformat:	Conference item
Cyhoeddwyd:	IEEE Explore 2017

Eitemau Tebyg

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Multi-task multi-sample learning
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Self-supervised co-training for video representation learning
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Self-supervised learning of class embeddings from video
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Mixup Feature: A Pretext Task Self-Supervised Learning Method for Enhanced Visual Feature Learning
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A Self-Supervised Learning Solution With Momentum-Based Siamese Network for Robotic Visual Task
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Cyhoeddwyd: (2023-01-01)

Self-Supervised Feature Enhancement: Applying Internal Pretext Task to Supervised Learning
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Cyhoeddwyd: (2023-01-01)

Separating the “chirp” from the “chat”: self-supervised visual grounding of sound and language
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Self-supervised multi-modal alignment for whole body medical imaging
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Cyhoeddwyd: (2021)

Self-supervised multi-task learning framework for safety and health-oriented road environment surveillance based on connected vehicle visual perception
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Multi-Task Simultaneous Supervision
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Multiple Self-Supervised Auxiliary Tasks for Target-Driven Visual Navigation Using Deep Reinforcement Learning
gan: Wenzhi Zhang, et al.
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Self-supervised learning of a facial attribute embedding from video
gan: Wiles, O, et al.
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EMS2L: Enhanced Multi-Task Self-Supervised Learning for 3D Skeleton Representation Learning
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Exploiting temporal context for 3D human pose estimation in the wild
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Self-supervised learning of structural representations of visual objects
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Multi-Tasking for Aspect-Based Sentiment Analysis via Constructing Auxiliary Self-Supervision ACOP Task
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ProteinGLUE multi-task benchmark suite for self-supervised protein modeling
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Comparing Learning Methodologies for Self-Supervised Audio-Visual Representation Learning
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Cyhoeddwyd: (2022-01-01)

Survey on Self-Supervised Learning: Auxiliary Pretext Tasks and Contrastive Learning Methods in Imaging
gan: Saleh Albelwi
Cyhoeddwyd: (2022-04-01)

Dysarthric Speech Recognition Using Pseudo-Labeling, Self-Supervised Feature Learning, and a Joint Multi-Task Learning Approach
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Self-Supervised Visual Representation Learning via Residual Momentum
gan: Trung Xuan Pham, et al.
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Self-supervised learning using motion and visualizing convolutional neural networks
gan: Mahendran, A
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Semi-Supervised Learning for Multi-View Data Classification and Visualization
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A Self-Supervised Few-Shot Semantic Segmentation Method Based on Multi-Task Learning and Dense Attention Computation
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Semi-supervised Histopathological Image Segmentation Method Based on Multi-task Learning
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Self-supervised video object segmentation by motion grouping
gan: Yang, C, et al.
Cyhoeddwyd: (2021)

Self-supervised and supervised contrastive learning
gan: Tan, Alvin De Jun
Cyhoeddwyd: (2023)

Self-Supervised Domain Adaptation for Computer Vision Tasks
gan: Jiaolong Xu, et al.
Cyhoeddwyd: (2019-01-01)

Of gods and goats: weakly supervised learning of figurative art
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Cyhoeddwyd: (2013)

Video action transformer network
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Cyhoeddwyd: (2020)

Disentangled Speech Embeddings Using Cross-Modal Self-Supervision
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Cyhoeddwyd: (2020)

PASS: An ImageNet replacement for self-supervised pretraining without humans
gan: Asano, YM, et al.
Cyhoeddwyd: (2021)

Mining visual collocation patterns via self-supervised subspace learning
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GAN-Based Image Colorization for Self-Supervised Visual Feature Learning
gan: Sandra Treneska, et al.
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