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Learning Calibrated Class Centers for Few-Shot Classification by Pair-Wise Similarity
期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 卷号: 31, 页码: 4543-4555
作者:
Guo, Yurong
;
Du, Ruoyi
;
Li, Xiaoxu
;
Xie, Jiyang
;
Ma, Zhanyu
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2022/07/19
Semantics
Measurement
Feature extraction
Correlation
Training
Strain
Learning systems
Few-shot image classification
metric-learning
calibrated class centers
query-guided mask
Guest Editorial: Special issue on deep learning with small samples
期刊论文
NEUROCOMPUTING, 2021, 卷号: 456, 页码: 461-462
作者:
Xue, Jing-Hao
;
Yang, Jufeng
;
Li, Xiaoxu
;
Yan, Yan
;
Yang, Yujiu
收藏
  |  
浏览/下载:2/0
  |  
提交时间:2021/10/14
A concise review of recent few-shot meta-learning methods
期刊论文
NEUROCOMPUTING, 2021, 卷号: 456, 页码: 463-468
作者:
Li, Xiaoxu
;
Sun, Zhuo
;
Xue, Jing-Hao
;
Ma, Zhanyu
收藏
  |  
浏览/下载:2/0
  |  
提交时间:2021/10/14
Meta Learning
Few-shot Learning
Image Classification
Deep Neural Networks
Small-sample Learning
Deep InterBoost networks for small-sample image classification
期刊论文
NEUROCOMPUTING, 2021, 卷号: 456, 页码: 492-503
作者:
Li, Xiaoxu
;
Chang, Dongliang
;
Ma, Zhanyu
;
Tan, Zheng-Hua
;
Xue, Jing-Hao
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2021/10/14
Ensemble learning
Deep neural network
Small-sample image classification
Overfitting
Structural insights into the activation of human calcium-sensing receptor
期刊论文
ELIFE, 2021, 卷号: 10, 页码: 24
作者:
Chen, Xiaochen
;
Wang, Lu
;
Cui, Qianqian
;
Ding, Zhanyu
;
Han, Li
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  |  
浏览/下载:74/0
  |  
提交时间:2021/11/04
G-protein-coupled receptor
calcium-sensing receptor
cryo-electron microscopy
calcium ions
nanobody
CaSR
GPCR
cryo-EM
None
Remarnet: Conjoint relation and margin learning for small-sample image classification
期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2021, 卷号: 31, 期号: 4, 页码: 1569-1579
作者:
Li, Xiaoxu
;
Yu, Liyun
;
Yang, Xiaochen
;
Ma, Zhanyu
;
Xue, Jing-Hao
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2021/06/03
Deep learning
Image classification
Sampling
Classification mechanism
Competitive performance
Discriminative features
Discriminative power
Fully connected networks
Novel neural network
State-of-the-art methods
State-of-the-art performance
Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 3, 页码: 1966-1980
作者:
Li, Yueheng
;
Luo, Biao
;
Liu, Derong
;
Yang, Yin
;
Yang, Zhanyu
收藏
  |  
浏览/下载:58/0
  |  
提交时间:2021/03/29
Synchronization
Memristors
Biological neural networks
Delays
Neurons
Hysteresis
Error bound
exponential synchronization
memristor-based neural networks (MNNs)
nonidentical characteristics
pinning control
stable region
CC-LOSS: CHANNEL CORRELATION LOSS FOR IMAGE CLASSIFICATION
会议论文
ELECTR NETWORK, JAN 10-15, 2021
作者:
Song, Zeyu
;
Chang, Dongliang
;
Ma, Zhanyu
;
Li, Xiaoxu
;
Tan, Zheng-Hua
收藏
  |  
浏览/下载:5/0
  |  
提交时间:2021/12/17
Deep Learning
Image Classification
Loss Function
Channel Attention
ReMarNet: Conjoint Relation and Margin Learning for Small-Sample Image Classification
期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2021, 卷号: 31, 期号: 4, 页码: 1569-1579
作者:
Li, Xiaoxu
;
Yu, Liyun
;
Yang, Xiaochen
;
Ma, Zhanyu
;
Xue, Jing-Hao
收藏
  |  
浏览/下载:7/0
  |  
提交时间:2021/06/03
Training
Prototypes
Neural networks
Feature extraction
Task analysis
Deep learning
Adaptation models
Small-sample learning
deep neural network
relation learning
discriminative feature learning
BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification
期刊论文
IEEE Transactions on Image Processing, 2021, 卷号: 30, 页码: 1318-1331
作者:
Li, Xiaoxu
;
Wu, Jijie
;
Sun, Zhuo
;
Ma, Zhanyu
;
Cao, Jie
收藏
  |  
浏览/下载:6/0
  |  
提交时间:2021/03/02
Embeddings
Image enhancement
Benchmark datasets
Discriminative features
Feature space
Metric-based methods
Model generalization
Similarity measure
Similarity network
State of the art
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