{"title":"稀疏相机阵列超分辨率成像方向图研究","authors":"Tianren Li;Yu Zhang;Tengda Huang;Naishu Jia;Fulin Liu;Yufu Qu;Zhenzhong Wei","doi":"10.1109/TCI.2025.3588025","DOIUrl":null,"url":null,"abstract":"This study addresses the quantitative pattern design of sparse camera arrays in multi-frame super-resolution (SR) imaging systems. We propose the Weighted Ratio of Repeated Spectra (WRRS) metric to predict the super-resolution performance of sparse camera arrays. The WRRS consists of the weight determined by the energy distribution of the imaging scene, and the ratio of repeated spectra intensity determined by array patterns. Our method achieves the optimization of sparse camera array pattern under certain scene without building an actual imaging system. The real image experiment shows that the WRRS is correlated with the median of the SR image quality distribution. Subsequently, a six-camera sparse camera array is designed for aircraft scene with varying object distance. Compared with current qualitatively and quantitatively designed patterns, the proposed sparse camera array pattern that specifically designed for aircraft achieves better average PSNR in the aircraft scene.","PeriodicalId":56022,"journal":{"name":"IEEE Transactions on Computational Imaging","volume":"11 ","pages":"992-1004"},"PeriodicalIF":4.8000,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Pattern Research on Sparse Camera Array for Super-Resolution Imaging\",\"authors\":\"Tianren Li;Yu Zhang;Tengda Huang;Naishu Jia;Fulin Liu;Yufu Qu;Zhenzhong Wei\",\"doi\":\"10.1109/TCI.2025.3588025\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study addresses the quantitative pattern design of sparse camera arrays in multi-frame super-resolution (SR) imaging systems. We propose the Weighted Ratio of Repeated Spectra (WRRS) metric to predict the super-resolution performance of sparse camera arrays. The WRRS consists of the weight determined by the energy distribution of the imaging scene, and the ratio of repeated spectra intensity determined by array patterns. Our method achieves the optimization of sparse camera array pattern under certain scene without building an actual imaging system. The real image experiment shows that the WRRS is correlated with the median of the SR image quality distribution. Subsequently, a six-camera sparse camera array is designed for aircraft scene with varying object distance. Compared with current qualitatively and quantitatively designed patterns, the proposed sparse camera array pattern that specifically designed for aircraft achieves better average PSNR in the aircraft scene.\",\"PeriodicalId\":56022,\"journal\":{\"name\":\"IEEE Transactions on Computational Imaging\",\"volume\":\"11 \",\"pages\":\"992-1004\"},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2025-07-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Computational Imaging\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/11077421/\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Computational Imaging","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/11077421/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Pattern Research on Sparse Camera Array for Super-Resolution Imaging
This study addresses the quantitative pattern design of sparse camera arrays in multi-frame super-resolution (SR) imaging systems. We propose the Weighted Ratio of Repeated Spectra (WRRS) metric to predict the super-resolution performance of sparse camera arrays. The WRRS consists of the weight determined by the energy distribution of the imaging scene, and the ratio of repeated spectra intensity determined by array patterns. Our method achieves the optimization of sparse camera array pattern under certain scene without building an actual imaging system. The real image experiment shows that the WRRS is correlated with the median of the SR image quality distribution. Subsequently, a six-camera sparse camera array is designed for aircraft scene with varying object distance. Compared with current qualitatively and quantitatively designed patterns, the proposed sparse camera array pattern that specifically designed for aircraft achieves better average PSNR in the aircraft scene.
期刊介绍:
The IEEE Transactions on Computational Imaging will publish articles where computation plays an integral role in the image formation process. Papers will cover all areas of computational imaging ranging from fundamental theoretical methods to the latest innovative computational imaging system designs. Topics of interest will include advanced algorithms and mathematical techniques, model-based data inversion, methods for image and signal recovery from sparse and incomplete data, techniques for non-traditional sensing of image data, methods for dynamic information acquisition and extraction from imaging sensors, software and hardware for efficient computation in imaging systems, and highly novel imaging system design.