{"title":"Boosting Restoration of Turbulence-Degraded Images with State Space Conditional Diffusion","authors":"Yubo Wu, Kuanhong Cheng, Tingting Chai, Gengyu Lyu, Shuping Zhao, Wei Jia","doi":"10.1109/tsp.2025.3580723","DOIUrl":"https://doi.org/10.1109/tsp.2025.3580723","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"49 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144370736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Transdimensional Model Learning with Online Feature Selection Based on Predictive Least Squares","authors":"Marija Iloska, Mónica Bugallo, Petar M. Djurić","doi":"10.1109/tsp.2025.3580315","DOIUrl":"https://doi.org/10.1109/tsp.2025.3580315","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"66 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144311309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fan Liu, Yifeng Xiong, Shihang Lu, Shuangyang Li, Weijie Yuan, Christos Masouros, Shi Jin, Giuseppe Caire
{"title":"Uncovering the Iceberg in the Sea: Fundamentals of Pulse Shaping and Modulation Design for Random ISAC Signals","authors":"Fan Liu, Yifeng Xiong, Shihang Lu, Shuangyang Li, Weijie Yuan, Christos Masouros, Shi Jin, Giuseppe Caire","doi":"10.1109/tsp.2025.3580596","DOIUrl":"https://doi.org/10.1109/tsp.2025.3580596","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"37 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144311308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enhancing 1-Bit Compressive Sensing With Support Estimation in Noisy Wireless Sensor Networks","authors":"Ming-Hsun Yang, Liang-Chi Huang","doi":"10.1109/tsp.2025.3579610","DOIUrl":"https://doi.org/10.1109/tsp.2025.3579610","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"604 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144304467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jeannie He, Ming Xiao, Mikael Skoglund, Harold Vincent Poor
{"title":"Straggler-Resilient Asynchronous ADMM for Distributed Consensus Optimization","authors":"Jeannie He, Ming Xiao, Mikael Skoglund, Harold Vincent Poor","doi":"10.1109/tsp.2025.3579628","DOIUrl":"https://doi.org/10.1109/tsp.2025.3579628","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"43 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144304466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Slim Is Better: Transform-Based Tensor Robust Principal Component Analysis","authors":"Lin Chen;Li Ge;Xue Jiang;Hongbin Li;Martin Haardt","doi":"10.1109/TSP.2025.3577762","DOIUrl":"10.1109/TSP.2025.3577762","url":null,"abstract":"This paper addresses the tensor robust principal component analysis (RPCA) by employing linear slim transforms along the mode-3 of the tensor. Previous works have empirically shown the superiority of slim transforms over traditional square ones in low-rank tensor recovery. However, the recovery guarantee for the slim transform-based tensor RPCA (SRPCA) remains an unresolved issue, as existing guarantees are only applicable to invertible, inner product preserving, and self-adjoint transforms. In contrast, we establish the recovery guarantee for SRPCA that is applicable to any mode-3 linear slim transform under certain conditions. Specifically, new tensor incoherence conditions are deduced to accommodate slim transforms and can also be simplified to the existing conditions pertaining to the discrete Fourier transform. Our theoretical analysis reveals that the slim transform with a condition number of 1 enjoys an averaging effect on tensor incoherence parameters through its composing square transforms, thus leading to a more relaxed recovery bound for SRPCA compared to its square counterparts. This insight is validated through experimental results on both synthetic and real data, which demonstrate the improved performance of SRPCA over traditionally square transform-based tensor RPCA.","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"73 ","pages":"2320-2335"},"PeriodicalIF":4.6,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144278208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Amitay Bar, Joseph S. Picard, Israel Cohen, Ronen Talmon
{"title":"Domain Adaptation for DoA Estimation in Multipath Channels with Interferences","authors":"Amitay Bar, Joseph S. Picard, Israel Cohen, Ronen Talmon","doi":"10.1109/tsp.2025.3577257","DOIUrl":"https://doi.org/10.1109/tsp.2025.3577257","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"24 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144237036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Detection of a Living Person with Unknown Reflection and Respiration Using MIMO Radar","authors":"Peichao Wang, Aiming Bian, Bingqian Yu, Qian He","doi":"10.1109/tsp.2025.3577198","DOIUrl":"https://doi.org/10.1109/tsp.2025.3577198","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"10 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144237273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Sampling and Uniqueness Sets in Graphon Signal Processing","authors":"Alejandro Parada-Mayorga, Alejandro Ribeiro","doi":"10.1109/tsp.2025.3577112","DOIUrl":"https://doi.org/10.1109/tsp.2025.3577112","url":null,"abstract":"","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"5 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144237261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}