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Keywords: Self-supervised learning
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Journal Articles
Journal Articles
APSIPA Transactions on Signal and Information Processing (2024) 13 (1): 1–32.
Published: 27 May 2024
... to the terms of the CC BY-NC 4.0 licence. Tangent space sampling shift-variability unitarity linear transforms self-supervised learning High-dimensional data is extensively used in many signal processing applications, with examples such as MRIs [ 22 ], satellite imagery [ 49 ], video...
Journal Articles
APSIPA Transactions on Signal and Information Processing (2023) 12 (4): 1–30.
Published: 15 May 2023
...Lilang Lin; Jiaying Liu To learn from the numerous unlabeled data for smart infrastructure, we propose Enhanced Multi-Task Self-Supervised Learning (EMS2L) for self-supervised action recognition based on 3D human skeleton. With EMS2L, multiple self-supervised tasks...
Journal Articles
APSIPA Transactions on Signal and Information Processing (2023) 12 (2): 1–40.
Published: 24 April 2023
...-supervised learning, and self-supervised learning. We further analyze the existing network architectures, their performance, and source code availability for each main category. Fourth, we provide a detailed analysis of the existing, publicly available datasets, including small-scale and large-scale datasets...

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