Image segmentation with less manual labeling effort

Semantic segmentation is a task that classifies each pixel into a particular class. With the help of deep learning, fully supervised segmentation has achieved remarkable performance. However, fully supervised learning has critical intrinsic limitations, which is that it often requires a prohibitivel...

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Bibliographic Details
Main Author: Liu, Weide
Other Authors: Lin Guosheng
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/162800