Searchunsupervised learningreturned 17 results

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1

Unsupervised raw infrared image enhancement based on layer decomposition

基于层次分解的无监督原始红外图像增强

Li Qintong

Ma Yong

Huang Jun

Wang Ge

Zhang Can

infrared image enhancement

layer decomposition

unsupervised learning

multi-scale

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0509

2

Contrastive graph clustering based on multi-level feature fusion and enhancement

基于多层特征融合与增强的对比图聚类

Li Zhiming

Wei Heping

Zhang Guangkang

You Dianlong

multi-level feature fusion

contrastive graph clustering

unsupervised learning

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0447

3

Multi-view clustering with self-supervised learning guided by multi-angle semantic labels

多角度语义标签引导的自监督多视图聚类

Liu Yuan

An Junxiu

Yang Linwang

multi-view clustering

unsupervised learning

contrastive learning

deep clustering

No. 11, 2024 : 3357-3363 doi:10.19734/j.issn.1001-3695.2024.04.0082

4

Unsupervised abnormal power consumption detection via deep siamese autoregressive network

基于深度孪生自回归网络的无监督异常用电检测

Li Qilin

Yan Ping

Su Xinyu

Yuan Zhong

Peng Dezhong

Liu Yizhi

smart grid

abnormal electricity consumption detection

deep siamese autoregressive network

multi-head attention

unsupervised learning

No. 12, 2023 : 3717-3722,3727 doi:10.19734/j.issn.1001-3695.2023.07.0337

5

Unsupervised transfer learning Boosting for weight optimization under multi-source domain distribution

多源域分布下优化权重的无监督迁移学习Boosting方法

Li Yunbo

Wang Shitong

deep decision tree transfer learning(DTrBoost)

transfer learning

unsupervised learning

decision tree

No. 2, 2023 : 365-370,387 doi:10.19734/j.issn.1001-3695.2022.06.0327

6

Application research on bearing degradation prediction based on E2E Deep VAE-LSTM

基于E2E Deep VAE-LSTM的轴承退化预测应用研究

Zhou Zhuang

Zhou Feng

autoencoder(AE)

deep AE

denoising AE(DAE)

VAE

LSTM

remaining useful life prediction

unsupervised learning

No. 7, 2022 : 2091-2097 doi:10.19734/j.issn.1001-3695.2021.11.0676

7

Image fusion model based on structure reparameterization method and spatial attention mechanism

结合结构重参数化方法与空间注意力机制的图像融合模型

Yu Lixin

Cui Qi

Che Jun

Xu Yuelei

Zhang Fan

Li Fan

structural reparameterization

end-to-end

spatial attention mechanism

unsupervised learning

structural similarity

No. 5, 2022 : 1573-1578,1600 doi:10.19734/j.issn.1001-3695.2021.09.0423

8

Feature learning method based on improved graph regularized auto-encoder

基于改进图正则项的自编码器特征学习算法

Wu Wenbin

Zhou Wei

Tang Dongming

feature representation

graph regularization

graph regularization

manifold learning

Kullback-Leibler divergence

robustness

unsupervised learning

No. 2, 2022 : 485-490 doi:10.19734/j.issn.1001-3695.2021.06.0223

9

Pairwise similarity transferring hash for unsupervised cross-modal retrieval

成对相似度迁移哈希用于无监督跨模态检索

Kang Peipei

Lin Zehang

Yang Zhenguo

Zhang Zitong

Liu Wenyin

similarity transferring

hash

unsupervised learning

cross-modal retrieval

No. 10, 2021 : 3025-3029 doi:10.19734/j.issn.1001-3695.2021.03.0047

10

Research progress on generative adversarial network

生成对抗网络GAN的研究进展

Zhang Enqi

Gu Guanghua

Zhao Chen

Zhao Zhiming

zero-sum game theory

generative adversarial network

unsupervised learning

image super-resolution reconstruction

text synthesis picture

No. 4, 2021 : 968-974 doi:10.19734/j.issn.1001-3695.2020.05.0095

11

Overview of outlier detection technology

离群点检测技术综述

Mei Lin

Zhang Fengli

Gao Qiang

outlier

deep learning

supervised learning

unsupervised learning

big data

No. 12, 2020 : 3521-3527 doi:10.19734/j.issn.1001-3695.2019.09.0513

12

Research on person re-identification based on deep learning

基于深度学习的行人重识别研究综述

Feng Xia

Du Jiahao

Duan Yinong

Liu Caihua

person re-identification

supervised learning

semi-supervised learning

weakly supervised learning

unsupervised learning

No. 11, 2020 : 3220-3226,3240 doi:10.19734/j.issn.1001-3695.2019.09.0514

13

Unsupervised feature selection algorithm based on sparse regression and manifold learning

稀疏回归和流形学习的无监督特征选择算法

Zhou Wanying

Ma Yingcang

Zheng Yi

Yang Xiaofei

unsupervised learning

feature selection

sparse regression

feature manifold learning

No. 9, 2020 : 2634-2639 doi:10.19734/j.issn.1001-3695.2019.04.0134

14

Optical flow based stacked Unet background modeling network

基于光流优化的堆叠Unet背景建模神经网络

Tao Ye

Ling Zhihao

unsupervised learning

convolutional neural network

background modelling

stacked Unet

cluttered foreground

foreground intermittent motion

No. 9, 2020 : 2861-2865 doi:10.19734/j.issn.1001-3695.2019.05.0167

15

Unsupervised domain adaptive algorithm with intra-class maximum mean discrepancy

基于类内最大均值差异的无监督领域自适应算法

Cai Ruichu

Li Jiahao

Hao Zhifeng

domain adaptation

unsupervised learning

neural network

maximum mean discrepancy

No. 8, 2020 : 2371-2375 doi:10.19734/j.issn.1001-3695.2019.03.0042

16

Unsupervised image style transfer based on image mask

基于图像蒙板的无监督图像风格迁移

Kong Lengrui

Teng Shaohua

image style transfer

generative adversarial networks

unsupervised learning

image mask

deep learning

No. 8, 2020 : 2552-2555 doi:10.19734/j.issn.1001-3695.2019.03.0093

17

Research on batch regularization DBN classification method

批量正则化DBN分类方法研究

Li Beibei

Song Wei

Dai Xin

deep belief network

classification

unsupervised learning

scale transformation

translation transformation

batch normalization

No. 4, 2019 : 1026-1030 doi:10.19734/j.issn.1001-3695.2017.09.0969