Towards robust visual recognition: learning from imperfect data

Though Deep Convolutional Neural Networks (DCNN) have shown success in many tasks in the field of computer vision, the huge effort made in constructing large-scale annotated datasets is indispensable. Even the prevailing models can fail when the dataset does not cover enough samples. For example, fo...

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Bibliographic Details
Main Author: Hu, Xinting
Other Authors: Miao Chun Yan
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/164415
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Institution: Nanyang Technological University
Language: English