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International Journal of Pattern Recognition and Artificial Intelligence最新文献

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MSFE-PANet: Improved YOLOv4-based Small Object Detection Method in Complex Scenes MSFE-PANet:基于yolov4的复杂场景小目标检测改进方法
4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-08-01 DOI: 10.1142/s0218001423500246
Xiaoying Pan, Ningxin Jia, Yuanzhen Mu, Weidong Bai
{"title":"MSFE-PANet: Improved YOLOv4-based Small Object Detection Method in Complex Scenes","authors":"Xiaoying Pan, Ningxin Jia, Yuanzhen Mu, Weidong Bai","doi":"10.1142/s0218001423500246","DOIUrl":"https://doi.org/10.1142/s0218001423500246","url":null,"abstract":"With the rapid development of computer vision and artificial intelligence technology, visual object detection has made unprecedented progress, and small object detection in complex scenes has attracted more and more attention. To solve the problems of ambiguity, overlap and occlusion in small object detection in complex scenes. In this paper, a multi-scale fusion feature enhanced path aggregation network MSFE-PANet is proposed. By adding attention mechanism and feature fusion, the fusion of strong positioning information of deep feature map and strong semantic information of shallow feature map is enhanced, which helps the network to find interesting areas in complex scenes and improve its sensitivity to small objects. The rejection loss function and network prediction scale are designed to solve the problems of missing detection and false detection of overlapping and blocking small objects in complex backgrounds. The proposed method achieves an accuracy of 40.7% on the VisDrone2021 dataset and 89.7% on the PASCAL VOC dataset. Comparative analysis with mainstream object detection algorithms proves the superiority of this method in detecting small objects in complex scenes.","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135872875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
TCNN Architecture for Partial Occlusion Handling in Pedestrian Classification 行人分类中局部遮挡处理的TCNN架构
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423500258
M. Thu, N. Suvonvorn
{"title":"TCNN Architecture for Partial Occlusion Handling in Pedestrian Classification","authors":"M. Thu, N. Suvonvorn","doi":"10.1142/s0218001423500258","DOIUrl":"https://doi.org/10.1142/s0218001423500258","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41736317","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fast 3D Object Measurement based on Point Cloud Modeling 基于点云建模的快速三维物体测量
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423550133
G. Wang, Mingliang Zhou, Bin Fang, Yugui Zhang, Shouqin Guan, Bin Ruan, Zelin Li
{"title":"Fast 3D Object Measurement based on Point Cloud Modeling","authors":"G. Wang, Mingliang Zhou, Bin Fang, Yugui Zhang, Shouqin Guan, Bin Ruan, Zelin Li","doi":"10.1142/s0218001423550133","DOIUrl":"https://doi.org/10.1142/s0218001423550133","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"1 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"63936064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Counting with Self-Weighted Multi-Scale Fusion Networks 基于自加权多尺度融合网络的计数
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423550078
Xin Xiong, Jiehong Shen, Ying Li, Weihong He, Peng Li, Wenjie Yan
{"title":"Counting with Self-Weighted Multi-Scale Fusion Networks","authors":"Xin Xiong, Jiehong Shen, Ying Li, Weihong He, Peng Li, Wenjie Yan","doi":"10.1142/s0218001423550078","DOIUrl":"https://doi.org/10.1142/s0218001423550078","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43146884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Depth Edge and Structure Optimization Based End-to-End Self-Supervised Stereo Matching 基于端到端自监督立体匹配的深度边缘和结构优化
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423500222
Wenbang Yang, Xianjing Cheng, Zhao Yong, Ren Qian, Jianhua Li
{"title":"Depth Edge and Structure Optimization Based End-to-End Self-Supervised Stereo Matching","authors":"Wenbang Yang, Xianjing Cheng, Zhao Yong, Ren Qian, Jianhua Li","doi":"10.1142/s0218001423500222","DOIUrl":"https://doi.org/10.1142/s0218001423500222","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43845044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Drug Toxicity Prediction by Machine Learning Approaches 用机器学习方法预测药物毒性
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423510138
Yucong Shen, F. Shih, Hao Chen
{"title":"Drug Toxicity Prediction by Machine Learning Approaches","authors":"Yucong Shen, F. Shih, Hao Chen","doi":"10.1142/s0218001423510138","DOIUrl":"https://doi.org/10.1142/s0218001423510138","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44651284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-scale Orthogonal Model CNN-Transformer For Medical Image Segmentation 用于医学图像分割的多尺度正交模型CNN变换器
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423370016
Wuyi Zhou, Xianhua Zeng, Mingkun Zhou
{"title":"Multi-scale Orthogonal Model CNN-Transformer For Medical Image Segmentation","authors":"Wuyi Zhou, Xianhua Zeng, Mingkun Zhou","doi":"10.1142/s0218001423370016","DOIUrl":"https://doi.org/10.1142/s0218001423370016","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42925531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Network based Ensemble Deep Learning model to Forecast Ross River virus Outbreak in Australia 基于多网络的集成深度学习模型预测澳大利亚罗斯河病毒爆发
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423520158
Mohd Sakib, Tamanna Siddiqui
{"title":"Multi-Network based Ensemble Deep Learning model to Forecast Ross River virus Outbreak in Australia","authors":"Mohd Sakib, Tamanna Siddiqui","doi":"10.1142/s0218001423520158","DOIUrl":"https://doi.org/10.1142/s0218001423520158","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49066325","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Extended Labanotation Generation Method Based on 3D Human Pose Estimation for Intangible Cultural Heritage Dance Videos 基于非物质文化遗产舞蹈视频三维人体姿态估计的扩展Labanotation生成方法
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423550121
Xingquan Cai, R. Lu, Pengyan Cheng, Jiali Yao, Yan Hu
{"title":"An Extended Labanotation Generation Method Based on 3D Human Pose Estimation for Intangible Cultural Heritage Dance Videos","authors":"Xingquan Cai, R. Lu, Pengyan Cheng, Jiali Yao, Yan Hu","doi":"10.1142/s0218001423550121","DOIUrl":"https://doi.org/10.1142/s0218001423550121","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"22 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"63936024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Depth-constrained Network for Multi-scale Object Detection 基于深度约束的多尺度目标检测网络
IF 1.5 4区 计算机科学
International Journal of Pattern Recognition and Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1142/s0218001423500234
Guohua Liu, Yijun Li
{"title":"Depth-constrained Network for Multi-scale Object Detection","authors":"Guohua Liu, Yijun Li","doi":"10.1142/s0218001423500234","DOIUrl":"https://doi.org/10.1142/s0218001423500234","url":null,"abstract":"","PeriodicalId":54949,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"140 2","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41290784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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