01 October 2026, Volume 62 Issue 19
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Research Hotspots and Reviews
Overview of Convolutional Neural Network Structures and Applications for Feature Extraction and Fusion
LIU Jianwei, ZHANG Haiying, HAN Runqi, LI Weimin
2026, 62(19):  1-43.  DOI: 10.3778/j.issn.1002-8331.2508-0326
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Vision-Language-Action Models for Embodied Intelligence：Technological Review and Future Outlook
LIU Chuhang, KANG Zuheng, ZHAO Botao, QU Xiaoyang, WANG Jianzong, NI Xiaojun, TIAN Hui, HE Yayun
2026, 62(19):  44-64.  DOI: 10.3778/j.issn.1002-8331.2512-0371
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Survey on Feature Representation and Learning Paradigms in Encrypted Traffic Analysis
ZHANG Jiaqi, YUE Pengfei, WANG Gang, WANG Xiaolu, WANG Zehan, WANG Ying, GAO Yunpeng
2026, 62(19):  65-85.  DOI: 10.3778/j.issn.1002-8331.2511-0227
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Survey of Cross-Domain Recommendation Methods Based on Large Language Models
WANG Xing, MEI Hongyan, CAI Donglin
2026, 62(19):  86-99.  DOI: 10.3778/j.issn.1002-8331.2601-0035
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Overview of 3D Point Cloud Completion for Unsupervised Learning
WANG Shuaijie, GAO Hongjuan, DU Xiaofei
2026, 62(19):  100-117.  DOI: 10.3778/j.issn.1002-8331.2510-0288
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Theory, Research and Development
Unequal-Area Facility Layout Considering Envelope Area and Its Solution Method Based on Improved Binary Tree
CHEN Shaojiang, ZHANG Zeqiang, HE Zongxing, JI Dan, SONG Haolin, LIU Silu
2026, 62(19):  118-134.  DOI: 10.3778/j.issn.1002-8331.2601-0311
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RRT Path Planning Algorithm Based on Structural Perception Sampling for Robotic Arm
JIAO Haoran, HAN Shilong, CHENG Lianjun
2026, 62(19):  135-144.  DOI: 10.3778/j.issn.1002-8331.2510-0129
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Pattern Recognition and Artificial Intelligence
Interest Recommendation Integrating Inter-Intent Discrepancy and Memory Network Update Mechanism
SHI Yancui, NIU Shujing, CHEN Yarui, ZHANG Jianwei, LI Xiangyu
2026, 62(19):  145-152.  DOI: 10.3778/j.issn.1002-8331.2509-0192
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DcFEA：Dual-Channel Fusion for Multimodal Entity Alignment Method
WANG Hairong, CHEN Fangping, WANG Yiyan, YANG Jianling
2026, 62(19):  153-163.  DOI: 10.3778/j.issn.1002-8331.2508-0186
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HVMMNet：Heterogeneous Visual Multimodal Perception Network for Safety Monitoring of Distribution Network Live Working
LIAO Jing, ZHOU Yingyue, ZHANG Juan, SHI Fanrong, CUI Qiushi, GAO Bo
2026, 62(19):  164-177.  DOI: 10.3778/j.issn.1002-8331.2508-0067
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Camouflage Object Detection Network Based on Edge Sensing Cross-Layer Fusion
GUO Yingwei, LI Shiyuan, BI Hongbo, MO Disen, ZHANG Cong
2026, 62(19):  178-187.  DOI: 10.3778/j.issn.1002-8331.2508-0165
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Integrating Self-Consistency and ln-Rank for LLM-Generated Text Detection
CHEN Pengfei, SUN Gengxin, BIN Sheng
2026, 62(19):  188-199.  DOI: 10.3778/j.issn.1002-8331.2508-0262
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Dynamic Fusion of Multi-Layer CINO Representations for Tibetan-Chinese Neural Machine Translation
ZHANG Weizhao, CHENG Shun, HAN Xiaoqiang
2026, 62(19):  200-208.  DOI: 10.3778/j.issn.1002-8331.2508-0303
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Fine-Grained Single-Stage Multi-Modal Dense Video Captioning
XU Xiaolong, YU Chongchong, LU Zhenpeng, SHI Zhihui, FENG Ye, WU Jingzhu, ZHAO Xia, CHENG Junhu, ZENG Xin’an
2026, 62(19):  209-218.  DOI: 10.3778/j.issn.1002-8331.2508-0344
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Tree-Structured Reasoning Model Enhanced by Dynamic Knowledge Graph and Multi-Level Matching
LI Yuqing, ZHAO Shuliang, YANG Mengjun, HE Mei, WANG Minghu
2026, 62(19):  219-228.  DOI: 10.3778/j.issn.1002-8331.2509-0019
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Graphics and Image Processing
Research on Small-Object Detection Algorithm Based on RT-DETR and Attention Mechanism
SONG Jiang, HAO Xiao
2026, 62(19):  229-241.  DOI: 10.3778/j.issn.1002-8331.2601-0242
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LA-DETR：Lightweight Small Object Detection Algorithm for UAV Aerial Imagery
TANG Shengwei, SHEN Qinqin, CAO Yang
2026, 62(19):  242-254.  DOI: 10.3778/j.issn.1002-8331.2511-0179
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CMambaSE_YOLOv11：Improved YOLOv11-Based UAV Traffic Object Detection Model
LU Lingxiu, LIU Huanhuan, XIA Chenxing, GE Bin, ZHANG Yu
2026, 62(19):  255-269.  DOI: 10.3778/j.issn.1002-8331.2512-0299
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Wavelet Detail Collaborative Lightweight Network for UAV Image Segmentation
XIE Hao, ZHANG Jie, ZHAI Yikui, MAI Chaoyun, CAO Lu
2026, 62(19):  270-283.  DOI: 10.3778/j.issn.1002-8331.2508-0208
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LMFDENet：Lightweight Multi-Scale Fusion and Detail Enhancement Network for SAR Ship Detection
LUO Xin, PENG Dongliang, ZHANG Xiangzhao
2026, 62(19):  284-294.  DOI: 10.3778/j.issn.1002-8331.2508-0256
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M2Fusion-SAM：Fine Tuning Based Industrial Image Instance Segmentation Algorithm
WANG Ling, YANG Yuheng, WANG Peng, BAI Yan’e
2026, 62(19):  295-305.  DOI: 10.3778/j.issn.1002-8331.2508-0278
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Low-Light Image Enhancement Algorithm Integrating Retinex Branch and Adaptive Attention Mechanism
JIANG Baode, LU Zhentian, REN Yanzhong
2026, 62(19):  306-318.  DOI: 10.3778/j.issn.1002-8331.2509-0009
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Context-Aware and Feature-Enhanced Safety Helmet Detection Algorithm
XU Zhigang, ZHAO Zifei
2026, 62(19):  319-327.  DOI: 10.3778/j.issn.1002-8331.2509-0030
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Big Data and Cloud Computing
Memory-Constrained Dynamic Group Nearest Neighbor Group Query over Data Streams
JIANG Hong, TONG Sainan, ZHU Rui
2026, 62(19):  328-338.  DOI: 10.3778/j.issn.1002-8331.2509-0405
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Dependent Task Offloading Method in Cooperative Vehicular Edge Computing Networks
XUE Duan, HUO Xingying, LI Ta
2026, 62(19):  339-350.  DOI: 10.3778/j.issn.1002-8331.2511-0232
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Engineering and Applications
Differential Signal Reconstruction Method for Visually Guided Spatial Audio in Remote Controlled Driving Scenarios
WANG Dong, WANG Xiyun, MENG Hao, WEI Jianguo, YIN Zhuxiang, JING Xuepeng, YU Zhizhi
2026, 62(19):  351-359.  DOI: 10.3778/j.issn.1002-8331.2601-0003
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Development of 5.8?GHz Large Bandwidth Lightweight Frequency Modulation Continuous Wave Radar Based on Software Defined Radio
LIN Yuewei, LU Junzhou
2026, 62(19):  360-371.  DOI: 10.3778/j.issn.1002-8331.2508-0071
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Research on Simultaneous Pickup and Delivery Problem of Mixed Fleet Based on Q-Learning Hyper-Heuristic Algorithm
LI Mengke, YAO Guanxin, XU Jing, DAI Panqian
2026, 62(19):  372-387.  DOI: 10.3778/j.issn.1002-8331.2508-0090
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Cross-Domain Sleep Stage Classification Study Combining Multi-Scale Dilated Convolution and Kansformer
WANG Chanfei, DI Degang, KONG Huiyuan, XU Yamei, HE Jiai
2026, 62(19):  388-398.  DOI: 10.3778/j.issn.1002-8331.2508-0108
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Weakly Supervised Named Entity Recognition Method on Civil Aircraft Assembly Process Specification Texts
LIU Yan, ZHAO Cong, AN Luling
2026, 62(19):  399-408.  DOI: 10.3778/j.issn.1002-8331.2509-0178
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