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cs.CV2020★ 16 cited
RANDOM MASK: Towards Robust Convolutional Neural Networks
Tiange Luo, Tianle Cai, Mengxiao Zhang +2
Robustness of neural networks has recently been highlighted by the adversarial examples, i.e., inputs added with well-designed perturbations which are imperceptible to humans but c…
cs.CV2019
Few-Shot Learning with Global Class Representations
Tiange Luo, Aoxue Li, Tao Xiang +2
In this paper, we propose to tackle the challenging few-shot learning (FSL) problem by learning global class representations using both base and novel class training samples. In ea…
cs.CV2018
Learning to Navigate for Fine-grained Classification
Ze Yang, Tiange Luo, Dong Wang +3
Fine-grained classification is challenging due to the difficulty of finding discriminative features. Finding those subtle traits that fully characterize the object is not straightf…