Survey of semi-supervised and unsupervised deep learning for computer vision
Survey of semi-supervised and unsupervised deep learning for computer vision
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey
arXiv paper abstract https://arxiv.org/abs/2208.11296v1
arXiv PDF paper https://arxiv.org/pdf/2208.11296v1.pdf
… Semi-supervised learning and unsupervised learning offer promising paradigms to learn from an abundance of unlabeled visual data.
… strong benefits of leveraging unlabeled data to improve model generalization and provide better model initialization.
In this survey, … review the recent advanced deep learning algorithms on semi-supervised learning (SSL) and unsupervised learning (UL) for visual recognition from a unified perspective.
… propose a unified taxonomy … categorize existing representative SSL and UL with comprehensive and insightful analysis
to highlight their design rationales in different learning scenarios and applications in different computer vision tasks.
… discuss the emerging trends and open challenges in SSL and UL to shed light on future critical research directions.
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