Journal of Frontiers of Computer Science and Technology

01 May 2025, Volume 19 Issue 5

Previous Issue

Frontiers·Surveys

Review of One-Stage Universal Object Detection Algorithms in Deep Learning

WANG Ning, ZHI Min

2025, 19(5): 1115-1140. DOI: 10.3778/j.issn.1673-9418.2411032

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Abstract ( 258 )

PDF ( 237 )

Review of Enhancement Research for Closed-Source Large Language Model

LIU Hualing, ZHANG Zilong, PENG Hongshuai

2025, 19(5): 1141-1156. DOI: 10.3778/j.issn.1673-9418.2407021

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Abstract ( 49 )

PDF ( 54 )

Review of Deep Learning Applications in Unmanned Aerial Vehicle Remote Sensing Images of Grass Plants

LI Shaobo, WANG Xiaoqiang, GUO Libiao, HONG Ying, WANG Zhiguo

2025, 19(5): 1157-1176. DOI: 10.3778/j.issn.1673-9418.2405012

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Abstract ( 58 )

PDF ( 27 )

Review of Research on Trajectory Prediction of Road Pedestrian Behavior

YANG Zhiyong, GUO Jieru, GUO Zihang, ZHANG Ruixiang, ZHOU Yu

2025, 19(5): 1177-1197. DOI: 10.3778/j.issn.1673-9418.2407029

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Abstract ( 144 )

PDF ( 77 )

Research Review of Deep Learning in Colon Polyp Image Segmentation

LI Guowei, LIU Jing, CAO Hui, JIANG Liang

2025, 19(5): 1198-1216. DOI: 10.3778/j.issn.1673-9418.2408012

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Abstract ( 112 )

PDF ( 70 )

Theory·Algorithm

Self-Supervised Knowledge-Aware Recommendation Model Integrating Adaptive Hypergraph

ZHOU Jiaxuan, LIU Xianhui, ZHAO Xiaodong, HOU Wenlong, ZHAO Weidong

2025, 19(5): 1217-1229. DOI: 10.3778/j.issn.1673-9418.2406021

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Abstract ( 59 )

PDF ( 67 )

TCGCL: Complex Network Traffic Classification Algorithm Based on Graph Contrastive Learning

HU Zhongze, QIN Hongchao, LI Zhenjun, LI Yanhui, LI Ronghua, WANG Guoren

2025, 19(5): 1230-1240. DOI: 10.3778/j.issn.1673-9418.2407095

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Abstract ( 49 )

PDF ( 45 )

Dynamic Adaptive Cross-Domain Mean Approximation

LI Huimin, MA Jianwei, ZANG Shaofei, SONG Yanbing

2025, 19(5): 1241-1251. DOI: 10.3778/j.issn.1673-9418.2405070

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Abstract ( 30 )

PDF ( 25 )

Graphics·Image

Boosting Degradation Representation Learning for Blind Image Super-Resolution

YUAN Jiang, MA Ji, ZHOU Dengwen

2025, 19(5): 1252-1263. DOI: 10.3778/j.issn.1673-9418.2403065

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Abstract ( 39 )

PDF ( 38 )

Water Body Extraction Method Based on ConvNeXt and Dual Feature Extraction Branch

ZHOU Ke, CHANG Ranran, XU Xizhi, MIAO Ru, ZHANG Guangyu, WANG Jiaqian

2025, 19(5): 1264-1279. DOI: 10.3778/j.issn.1673-9418.2404085

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Abstract ( 81 )

PDF ( 73 )

Background-Supported Global Feature Response Image Classification Network

JIANG Wentao, LI Weida, ZHANG Shengchong

2025, 19(5): 1280-1294. DOI: 10.3778/j.issn.1673-9418.2404027

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Abstract ( 43 )

PDF ( 31 )

Artificial Intelligence·Pattern Recognition

Research on Categorical Recognition and Optimization of Hallucination Phenomenon in Large Language Models

HE Jing, SHEN Yang, XIE Runfeng

2025, 19(5): 1295-1301. DOI: 10.3778/j.issn.1673-9418.2408080

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Abstract ( 136 )

PDF ( 51 )

Social Media Text Stance Detection Based on Large Language Models

LI Juhao, SHI Lei, DING Meng, LEI Yongsheng, ZHAO Dongyue, CHEN Long

2025, 19(5): 1302-1312. DOI: 10.3778/j.issn.1673-9418.2408074

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Abstract ( 75 )

PDF ( 85 )

Modeling and Predicting Time Series with Non-stationarity and Volatility

FENG Qiang, ZHAO Jianguang, YANG Rong, NIU Baoning

2025, 19(5): 1313-1321. DOI: 10.3778/j.issn.1673-9418.2407096

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Abstract ( 38 )

PDF ( 28 )

Zero-Shot Aspect Category Sentiment Analysis Model with Enhanced PPLM Template

FENG Lizhou, LI Mengsha, WANG Youwei, YANG Guijun

2025, 19(5): 1322-1333. DOI: 10.3778/j.issn.1673-9418.2406005

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Abstract ( 24 )

PDF ( 22 )

Multi-prompt Learning Based Aspect-Category Sentiment Analysis

LIU Jinhang, LI Lin, WU Renwei, LIU Jia

2025, 19(5): 1334-1341. DOI: 10.3778/j.issn.1673-9418.2407093

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Abstract ( 61 )

PDF ( 32 )

Efficient Seismic Denoising Transformer with Gradient Prediction and Parameter-Free Attention

GAO Lei, QIAO Haowei, LIANG Dongsheng, MIN Fan, YANG Mei

2025, 19(5): 1342-1352. DOI: 10.3778/j.issn.1673-9418.2405052

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Abstract ( 53 )

PDF ( 27 )

Pedestrian Trajectory Prediction Based on Transformer and Multi-relation Graph Convolutional Networks

LIU Guihong, ZHOU Zongrun, MENG Xiangfu

2025, 19(5): 1353-1364. DOI: 10.3778/j.issn.1673-9418.2405004

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Abstract ( 103 )

PDF ( 116 )

Network·Security

RMFKAN: Network Spammers Detection Method Based on Improved Graph Mamba

WANG Yuzhe, YAN Jinghua, BU Fanliang, WANG Yifan, LI Jia, HAN Zhuxuan

2025, 19(5): 1365-1378. DOI: 10.3778/j.issn.1673-9418.2407124

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Abstract ( 41 )

PDF ( 51 )

EG-DPoS: Optimized DPoS Consensus Algorithm Based on Evolutionary Game

LIU Yong, DENG Xiaohong, LIU Lihui, SHI Yiran, ZHANG Li

2025, 19(5): 1379-1394. DOI: 10.3778/j.issn.1673-9418.2406101

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Abstract ( 58 )

PDF ( 28 )

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Incorporating Relation Path and Entity Neighborhood Information for Knowledge Graph Reasoning Method

SONG Baoyan, LIU Hangsheng, SHAN Xiaohuan, LI Su, CHEN Ze

DOI: 10.3778/j.issn.1673-9418.2412089

Accepted: 12 May 2025

Abstract （7）

PDF （5）
YOLO-Mamba contraband detection method integrating global perception and multi-Scale collaboration

SHENG Chunlei, LIU Chengkai, LI Zelong, LU Shuhua

DOI: 10.3778/j.issn.1673-9418.2503063

Accepted: 12 May 2025

Abstract （8）

PDF （3）
MRI Image Brain Tumor Classification Algorithm Integrating Multi-Scale Features and Attention Mechanism

ZHU Hong, ZHOU Hui, LI Xucheng, SONG Xinjing

DOI: 10.3778/j.issn.1673-9418.2502011

Accepted: 09 May 2025

Abstract （4）

PDF （3）
A Review of Light Field Image Quality Assessment

LIU Yi, DONG Wu, LU Likun, MA Qian, ZHOU Ziyi, ZHANG Erqing

DOI: 10.3778/j.issn.1673-9418.2503013

Accepted: 09 May 2025

Abstract （8）

PDF （2）
An Overview of Research on Knowledge Graph Completion

ANGgeluma, WANG Siriguleng, SI Qintu

DOI: 10.3778/j.issn.1673-9418.2502028

Accepted: 06 May 2025

Abstract （21）

PDF （15）
A Review of Lightweight Object Detection Algorithms Based on Deep Learning

DONG Jiadong, SANG Feihu, GUO Qinghu, CHEN Lin, ZHEN Chunxiang

DOI: 10.3778/j.issn.1673-9418.2503011

Accepted: 30 April 2025

Abstract （7）

PDF （5）
Few-Shot Motion Pattern Learning and Video Generation Control Strategy

FENG Sicong, PENG Li

DOI: 10.3778/j.issn.1673-9418.2502058

Accepted: 29 April 2025

Abstract （6）

PDF （7）
Local histogram equalization algorithm with specified brightness

JIANG Julang, ZHANG Gaoxing, XU Guanghao, LIU Juan

DOI: 10.3778/j.issn.1673-9418.2411054

Accepted: 29 April 2025

Abstract （7）

PDF （7）
Review of Decentralized Federated Learning

CHEN Lifang, XU Kailong, ZHAO Renzhe, HAN Yang, DAI Qi

DOI: 10.3778/j.issn.1673-9418.2501059

Accepted: 29 April 2025

Abstract （16）

PDF （11）
A Review of Multi-person Abnormal Behavior Detection Based on Deep Learning

WANG Yanjie, WANG Xiaoqiang, ZHAO Liurui, ZHUANG Xufei

DOI: 10.3778/j.issn.1673-9418.2504014

Accepted: 29 April 2025

Abstract （6）

PDF （5）
Improved differential fault attack method on SKINNY

WU Xiaonian, YANG Jiming, ZHANG Runlian

DOI: 10.3778/j.issn.1673-9418.2409070

Accepted: 29 April 2025

Abstract （5）

PDF （4）
Research on the application of U-Net and its variants in the automatic segmentation of retinal blood vessels

LIU Yanyan, DONG Yanru, ZHANG Kai, WANG Xiaoyan, WANG Xu

DOI: 10.3778/j.issn.1673-9418.2412031

Accepted: 28 April 2025

Abstract （7）

PDF （5）
A Single Image Dehazing Algorithm Integrating Multi-Scale Processing with Lightweight Network

TAN Yongqian, ZENG Fanju

DOI: 10.3778/j.issn.1673-9418.2503070

Accepted: 25 April 2025

Abstract （12）

PDF （6）
Directional Differential Motion Perception Neural Network Based on Gap Coupling of Overlapping Receptive Fields

TAO Xingyu, HU Bin

DOI: 10.3778/j.issn.1673-9418.2501050

Accepted: 25 April 2025

Abstract （6）

PDF （7）
Person Re-identification Method Based on Human Body Part Information

ZHAO Bingtao, ZHANG Ji, CHU Kaibin, WANG Hongyuan

DOI: 10.3778/j.issn.1673-9418.2503057

Accepted: 25 April 2025

Abstract （6）

PDF （8）
Hierarchical Stable Routing Algorithm for High Dynamic Large-Scale Satellite Networks

SANG Huanyu, YANG Yating, CHEN Donghui, SONG Tian

DOI: 10.3778/j.issn.1673-9418.2501040

Accepted: 24 April 2025

Abstract （6）

PDF （9）
Dynamic Cognitive Structure Modelling and Explicit Forgetting Computation for Knowledge Tracing

ZHANG Wei, LUO Peihua, LI Zhixin, GONG Zhongwei, SONG Lingling

DOI: 10.3778/j.issn.1673-9418.2412088

Accepted: 24 April 2025

Abstract （4）

PDF （1）
Low light image enhancement based on equidistant histogram equalization and high frequency highlighting

NIE Fengying, WAN Liyong

DOI: 10.3778/j.issn.1673-9418.2503020

Accepted: 22 April 2025

Abstract （6）

PDF （6）
Multi-Level Channel Fusion Method for Speech Emotion Recognition

ZHANG Limin, LI Yang, CAI Hao, YAN Hao

DOI: 10.3778/j.issn.1673-9418.2502050

Accepted: 22 April 2025

Abstract （7）

PDF （9）
Visual Mamba: Structure, Practice, and Prospects

ZHANG Xin, ZHI Min, Sarula, Arimuzha

DOI: 10.3778/j.issn.1673-9418.2503061

Accepted: 18 April 2025

Abstract （13）

PDF （12）

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2025 Vol.19	No.4	No.3	No.2	No.1
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