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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