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Representation Learning of Image Recognition: Diversity, Aspect Ratio, Invariance, and Composition
Title
Representation Learning of Image Recognition: Diversity, Aspect Ratio, Invariance, and Composition
Author
Chen, Qiuyu
Date Created
2021
Subjects--Topical
Computer science
Description
Deep neural networks (DNN) are proved to be effective and improve the performance dramatically in various kinds of computer vision tasks. The end-to-end learning manner in training DNN consistently shows the powerful modeling ability and consequen...
Towards large-scale and fine-grained image recognition
Title
Towards large-scale and fine-grained image recognition
Author
Zhang, Xiaofan
Date Created
2017
Subjects--Topical
Computer science
Description
In this dissertation, we aim to investigate the problem of large-scale and fine-grained image recognition, which focuses on the differentiation of subtle differences among subordinate classes and a large number of images. Particularly, we tackle t...