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...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों:	Doersch, C, Zisserman, A
स्वरूप:	Conference item
प्रकाशित:	IEEE Explore 2017

समान संसाधन

Self-supervised learning of audio-visual objects from video
द्वारा: Afouras, T, और अन्य
प्रकाशित: (2020)

Multi-Task Collaborative Network: Bridge the Supervised and Self-Supervised Learning for EEG Classification in RSVP Tasks
द्वारा: Hongxin Li, और अन्य
प्रकाशित: (2024-01-01)

Sim2real transfer learning for 3D human pose estimation: motion to the rescue
द्वारा: Doersch, C, और अन्य
प्रकाशित: (2020)

Self-supervised learning for spinal MRIs
द्वारा: Jamaludin, A, और अन्य
प्रकाशित: (2017)

Self-supervised multi-task representation learning for sequential medical images
द्वारा: Dong, N, और अन्य
प्रकाशित: (2021)

Multi-task multi-sample learning
द्वारा: Aytar, Y, और अन्य
प्रकाशित: (2015)

Self-supervised co-training for video representation learning
द्वारा: Han, T, और अन्य
प्रकाशित: (2020)

Weakly supervised scale-invariant learning of models for visual recognition
द्वारा: Fergus, R, और अन्य
प्रकाशित: (2006)

Self-supervised learning of class embeddings from video
द्वारा: Wiles, O, और अन्य
प्रकाशित: (2020)

Mixup Feature: A Pretext Task Self-Supervised Learning Method for Enhanced Visual Feature Learning
द्वारा: Jiashu Xu, और अन्य
प्रकाशित: (2023-01-01)

A Self-Supervised Learning Solution With Momentum-Based Siamese Network for Robotic Visual Task
द्वारा: Yuehong Huang, और अन्य
प्रकाशित: (2023-01-01)

Self-Supervised Feature Enhancement: Applying Internal Pretext Task to Supervised Learning
द्वारा: Tianshu Xie, और अन्य
प्रकाशित: (2023-01-01)

Separating the “chirp” from the “chat”: self-supervised visual grounding of sound and language
द्वारा: Hamilton, M, और अन्य
प्रकाशित: (2024)

Self-supervised multi-modal alignment for whole body medical imaging
द्वारा: Windsor, R, और अन्य
प्रकाशित: (2021)

Self-supervised multi-task learning framework for safety and health-oriented road environment surveillance based on connected vehicle visual perception
द्वारा: Shaocheng Jia, और अन्य
प्रकाशित: (2024-04-01)

Multi-Task Simultaneous Supervision
द्वारा: Afifah Rizka, और अन्य
प्रकाशित: (2024-08-01)

Multiple Self-Supervised Auxiliary Tasks for Target-Driven Visual Navigation Using Deep Reinforcement Learning
द्वारा: Wenzhi Zhang, और अन्य
प्रकाशित: (2023-06-01)

Self-supervised learning of a facial attribute embedding from video
द्वारा: Wiles, O, और अन्य
प्रकाशित: (2018)

EMS2L: Enhanced Multi-Task Self-Supervised Learning for 3D Skeleton Representation Learning
द्वारा: Lilang Lin, और अन्य
प्रकाशित: (2023-01-01)

Exploiting temporal context for 3D human pose estimation in the wild
द्वारा: Arnab, A, और अन्य
प्रकाशित: (2020)

Self-supervised learning of structural representations of visual objects
द्वारा: Jakab, T
प्रकाशित: (2021)

Multi-Tasking for Aspect-Based Sentiment Analysis via Constructing Auxiliary Self-Supervision ACOP Task
द्वारा: Zhaozhen Wu, और अन्य
प्रकाशित: (2023-01-01)

ProteinGLUE multi-task benchmark suite for self-supervised protein modeling
द्वारा: Henriette Capel, और अन्य
प्रकाशित: (2022-09-01)

Comparing Learning Methodologies for Self-Supervised Audio-Visual Representation Learning
द्वारा: Hacene Terbouche, और अन्य
प्रकाशित: (2022-01-01)

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

Dysarthric Speech Recognition Using Pseudo-Labeling, Self-Supervised Feature Learning, and a Joint Multi-Task Learning Approach
द्वारा: Ryoichi Takashima, और अन्य
प्रकाशित: (2024-01-01)

Self-Supervised Visual Representation Learning via Residual Momentum
द्वारा: Trung Xuan Pham, और अन्य
प्रकाशित: (2023-01-01)

Self-supervised learning using motion and visualizing convolutional neural networks
द्वारा: Mahendran, A
प्रकाशित: (2018)

Semi-Supervised Learning for Multi-View Data Classification and Visualization
द्वारा: Najmeh Ziraki, और अन्य
प्रकाशित: (2024-07-01)

A Self-Supervised Few-Shot Semantic Segmentation Method Based on Multi-Task Learning and Dense Attention Computation
द्वारा: Kai Yi , और अन्य
प्रकाशित: (2024-07-01)

Semi-supervised Histopathological Image Segmentation Method Based on Multi-task Learning
द्वारा: ZENG Li, और अन्य
प्रकाशित: (2023-03-01)

Self-supervised video object segmentation by motion grouping
द्वारा: Yang, C, और अन्य
प्रकाशित: (2021)

Self-supervised and supervised contrastive learning
द्वारा: Tan, Alvin De Jun
प्रकाशित: (2023)

Self-Supervised Domain Adaptation for Computer Vision Tasks
द्वारा: Jiaolong Xu, और अन्य
प्रकाशित: (2019-01-01)

Of gods and goats: weakly supervised learning of figurative art
द्वारा: Crowley, E, और अन्य
प्रकाशित: (2013)

Video action transformer network
द्वारा: Girdhar, R, और अन्य
प्रकाशित: (2020)

Disentangled Speech Embeddings Using Cross-Modal Self-Supervision
द्वारा: Nagrani, A, और अन्य
प्रकाशित: (2020)

PASS: An ImageNet replacement for self-supervised pretraining without humans
द्वारा: Asano, YM, और अन्य
प्रकाशित: (2021)

Mining visual collocation patterns via self-supervised subspace learning
द्वारा: Yuan, Junsong, और अन्य
प्रकाशित: (2013)

GAN-Based Image Colorization for Self-Supervised Visual Feature Learning
द्वारा: Sandra Treneska, और अन्य
प्रकाशित: (2022-02-01)