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Deep Metric Learning for Few-Shot Image Classification: A Selective Review

May 17, 2021
Xiaoxu Li, Xiaochen Yang, Zhanyu Ma, Jing-Hao Xue

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ATRM: Attention-based Task-level Relation Module for GNN-based Few-shot Learning

Jan 25, 2021
Yurong Guo, Zhanyu Ma, Xiaoxu Li, Yuan Dong

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BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification

Nov 29, 2020
Xiaoxu Li, Jijie Wu, Zhuo Sun, Zhanyu Ma, Jie Cao, Jing-Hao Xue

* IEEE TIP 2020 

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CC-Loss: Channel Correlation Loss For Image Classification

Oct 12, 2020
Zeyu Song, Dongliang Chang, Zhanyu Ma, Xiaoxu Li, Zheng-Hua Tan

* accepted by ICPR2020 

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ReMarNet: Conjoint Relation and Margin Learning for Small-Sample Image Classification

Jun 27, 2020
Xiaoxu Li, Liyun Yu, Xiaochen Yang, Zhanyu Ma, Jing-Hao Xue, Jie Cao, Jun Guo

* IEEE TCSVT 2020 

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A Concise Review of Recent Few-shot Meta-learning Methods

May 22, 2020
Xiaoxu Li, Zhuo Sun, Jing-Hao Xue, Zhanyu Ma

* 7 pages 

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OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer

Apr 20, 2020
Xiaoxu Li, Dongliang Chang, Zhanyu Ma, Zheng-Hua Tan, Jing-Hao Xue, Jie Cao, Jingyi Yu, Jun Guo

* TIP 2020. Code available at 

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The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification

Feb 11, 2020
Dongliang Chang, Yifeng Ding, Jiyang Xie, Ayan Kumar Bhunia, Xiaoxu Li, Zhanyu Ma, Ming Wu, Jun Guo, Yi-Zhe Song

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Channel Max Pooling Layer for Fine-Grained Vehicle Classification

Feb 14, 2019
Zhanyu Ma, Dongliang Chang, Xiaoxu Li

* Report of ongoing work 

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