15 July 2025, Volume 61 Issue 14
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Research Hotspots and Reviews
Survey on Research of Continual Relation Extraction Methods
HANG Tingting, GUO Ya, LI Desheng, FENG Jun
2025, 61(14):  1-19.  DOI: 10.3778/j.issn.1002-8331.2412-0102
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Advances in Neural Networks Combined with Hamiltonian Mechanics in Deep Learning
LIANG Yongqi, BAI Shuangcheng, ZHANG Zhiyi
2025, 61(14):  20-36.  DOI: 10.3778/j.issn.1002-8331.2409-0436
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Survey on Temporal Knowledge Graph Representation Learning
HE Peng, YAO Yao, LIU Qiuju
2025, 61(14):  37-53.  DOI: 10.3778/j.issn.1002-8331.2409-0253
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Review of Semantic Distortion Improvement Techniques in Infrared Image Generation
XU Linkai, GENG Rui
2025, 61(14):  54-64.  DOI: 10.3778/j.issn.1002-8331.2411-0209
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Review of Gait Recognition Research
SHI Xiaoguo, YUN Jing, ZHANG Yuying, LIU Xueying
2025, 61(14):  65-87.  DOI: 10.3778/j.issn.1002-8331.2410-0291
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Special Issue on Object Detection
DMF-YOLOv11:Target Detection Algorithm for UAV Images Based on Improved YOLOv11n
HE Zhixuan, CHEN Lili, WANG Xiang, LI Ronghua
2025, 61(14):  88-100.  DOI: 10.3778/j.issn.1002-8331.2502-0223
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EMF-YOLO: Lightweight Multi-Scale Feature Extraction Algorithm for Road Surface Defect Detection
QIN Le, TAN Zefu, LEI Guoping, CHEN Qiubo
2025, 61(14):  101-111.  DOI: 10.3778/j.issn.1002-8331.2412-0348
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YOLO-SWR: Lightweight Traffic Vehicle Detection Algorithm from UAV Perspective
WANG Quan, YE Guangfei, CHEN Qidong
2025, 61(14):  112-122.  DOI: 10.3778/j.issn.1002-8331.2412-0303
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Research on Detection Model of Foreign Objects and Defects in Photovoltaic Panels Based on Improved YOLOv11n
HAN Tao, YU Shuaishuai, MA Ling, HUANG Yourui, HOU Shuainan, PANG Jiale
2025, 61(14):  123-134.  DOI: 10.3778/j.issn.1002-8331.2412-0381
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Small Target Detection Algorithm for UAV Based on Cross-Scale Feature Fusion
LUO Xianzhi, WANG Hang
2025, 61(14):  135-147.  DOI: 10.3778/j.issn.1002-8331.2412-0332
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DPRT-YOLO: Real-Time Object Detector for Intelligent and Connected Vehicles in Complex Driving Environments
DONG Yibing, ZENG Hui, LI Jianke, HOU Shaojie, SHI Lei
2025, 61(14):  148-162.  DOI: 10.3778/j.issn.1002-8331.2412-0023
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Theory, Research and Development
High-Performance Route-Resolving Algorithm and Hardware Accelerator for Benes Network
QIN Mengyuan, LIU Hongwei, HAO Qinfen
2025, 61(14):  163-175.  DOI: 10.3778/j.issn.1002-8331.2409-0250
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Intelligent Cluster Self-Organization Prediction Methods for Spatiotemporal Resource Allocation
WANG Hongwei, LIU Wei, GUO Kao, WANG Zihao
2025, 61(14):  176-184.  DOI: 10.3778/j.issn.1002-8331.2409-0393
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Pattern Recognition and Artificial Intelligence
Prompt-Enhanced Learning Network for Aspect Sentiment Triplet Extraction
LI Dan, XIA Hongbin, LIU Yuan
2025, 61(14):  185-194.  DOI: 10.3778/j.issn.1002-8331.2405-0073
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Multi-Modal Edge Detection Network Based on Collaboration of CNN and Transformer
LI Yonghui, ZHAO Yao, JIA Xiaohong, WEI Chenzhen, CHANG Wenwen
2025, 61(14):  195-205.  DOI: 10.3778/j.issn.1002-8331.2412-0150
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Combining Language Model Dual Encoder and Coordinate Attention Convolution for Knowledge Graph Completion
WANG Xuan, WANG Xiaoxia, CHEN Xiao
2025, 61(14):  206-213.  DOI: 10.3778/j.issn.1002-8331.2404-0273
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Multimodal Sentiment Analysis Based on Top-Down Mask Generation and Cascading Transformer
FENG Cheng, YANG Hai, WANG Shuxian, LI Xue
2025, 61(14):  214-222.  DOI: 10.3778/j.issn.1002-8331.2404-0294
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Knowledge-Guided Zero-Shot Stance Detection
HAN Donghui, LI Shaomei, GAO Chao
2025, 61(14):  223-229.  DOI: 10.3778/j.issn.1002-8331.2405-0095
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Continuous Learning Algorithm Combining Eigenface and Orthogonal Weight Modified
LIAO Dingding, LIU Junfeng, ZENG Jun, XU Shikang
2025, 61(14):  230-237.  DOI: 10.3778/j.issn.1002-8331.2405-0111
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Aspect-Based Sentiment Analysis Based on Multiple Ordinal Scales of Graph Convolutional Network
MU Yiru, HAN Hu, KONG Bo
2025, 61(14):  238-247.  DOI: 10.3778/j.issn.1002-8331.2404-0247
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Graphics and Image Processing
Lightweight Video Saliency Prediction Model Driven by Spatio-Temporal Octave Convolution Module
DAI Yixuan, HAN Bing, GAO Xinbo, HAN Yiyuan
2025, 61(14):  248-255.  DOI: 10.3778/j.issn.1002-8331.2405-0312
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Research on Gait Recognition Algorithm Based on Optimized GaitSet
LI Jianfang
2025, 61(14):  256-263.  DOI: 10.3778/j.issn.1002-8331.2503-0057
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Research on Improving Text-to-Image Generation Method Through Contrastive Learning
ZHAO Hong, WANG He, LI Wengai
2025, 61(14):  264-273.  DOI: 10.3778/j.issn.1002-8331.2405-0427
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Road Marking Detection and Segmentation Method Under Complex Conditions
GU Zongwen, WU Zhizhou, XU Lipeng, ZHU Chenqiang, LIANG Yunyi
2025, 61(14):  274-285.  DOI: 10.3778/j.issn.1002-8331.2404-0195
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Dual Branch Feature Extractor and Efficient Feature Fusion Method in Medical Image Segmentation
ZHANG Fan, HOU Huifang, ZHANG Zihao, PAN Quan
2025, 61(14):  286-296.  DOI: 10.3778/j.issn.1002-8331.2404-0217
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Superpixel Block-Level Memory Learning Oriented Video Anomaly Detection
XIE Binhong, WANG Qian, ZHANG Rui, ZHANG Yingjun, LU Wangdong
2025, 61(14):  297-306.  DOI: 10.3778/j.issn.1002-8331.2404-0251
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Engineering and Applications
Truck-Drone Collaborated Location-Routing Robust Optimization Problem for Flood Emergency Response
GONG Ying, TU Manman, ZHOU Yufeng
2025, 61(14):  307-321.  DOI: 10.3778/j.issn.1002-8331.2410-0289
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Pricing and Coordination of Dual-Channel Supply Chain Considering Anchor Marketing Efforts
CHEN Yuyu, YUAN Yuan, BAI Qingguo, WANG Yaoyu, CAO Xuping
2025, 61(14):  322-331.  DOI: 10.3778/j.issn.1002-8331.2410-0284
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Collaborative Truck-Drone Routing for Mountainous Fresh Produce Collection
FU Zhaohui, LI Junyu, LIU Changshi
2025, 61(14):  332-342.  DOI: 10.3778/j.issn.1002-8331.2408-0412
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Cross-View Query Consistency-Based Semi-Supervised Method for Railway Foreign Object Detection
JIANG Weili, WANG Shaoqi, JI Zhenyan
2025, 61(14):  343-352.  DOI: 10.3778/j.issn.1002-8331.2503-0081
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Geographical Localization Algorithm for Photovoltaic Panels Based on Monocular Depth Estimation
NI Yuansong, HAN Jun, HU Guangyi, WANG Wenshuai
2025, 61(14):  353-361.  DOI: 10.3778/j.issn.1002-8331.2403-0009
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Empirical Study on Impact of Time-Series Factor on Performance of Just-in-Time Software Defect Prediction
ZHANG Yu, YU Qiao, ZHU Yi, JIANG Shujuan, ZHANG Shutao
2025, 61(14):  362-376.  DOI: 10.3778/j.issn.1002-8331.2403-0221
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