{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:31:07Z","timestamp":1763343067521,"version":"3.45.0"},"reference-count":37,"publisher":"Tech Science Press","issue":"3","license":[{"start":{"date-parts":[[2025,5,25]],"date-time":"2025-05-25T00:00:00Z","timestamp":1748131200000},"content-version":"vor","delay-in-days":144,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2025.062328","type":"journal-article","created":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T04:58:28Z","timestamp":1743397108000},"page":"5115-5128","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":0,"title":["FS-MSFormer: Image Dehazing Based on Frequency Selection and Multi-Branch Efficient Transformer"],"prefix":"10.32604","volume":"83","author":[{"given":"Chunming","family":"Tang","sequence":"first","affiliation":[]},{"given":"Yu","family":"Wang","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","first-page":"2341","article-title":"Single image haze removal using dark channel prior","volume":"33","author":"He","year":"2010","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref2","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"1674","article-title":"Non-local image dehazing","author":"Berman","year":"2016"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"3522","DOI":"10.1109\/TIP.2015.2446191","article-title":"A fast single image haze removal algorithm using color attenuation prior","volume":"24","author":"Zhu","year":"2015","journal-title":"IEEE Trans Image Process"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"5187","DOI":"10.1109\/TIP.2016.2598681","article-title":"DehazeNet: an end-to-end system for single image haze removal","volume":"25","author":"Cai","year":"2016","journal-title":"IEEE Trans Image Process"},{"key":"ref5","series-title":"Computer Vision-ECCV 2016: 14th European Conference","first-page":"154","article-title":"Single image dehazing via multi-scale convolutional neural networks","author":"Ren","year":"2016 Oct 11\u201314"},{"key":"ref6","first-page":"3425","article-title":"Image dehazing based on pixel guided CNN with PAM via graph cut","volume":"71","author":"Alenezi","year":"2022","journal-title":"Comput Mater Contin"},{"key":"ref7","first-page":"4667","article-title":"CLGA Net: cross layer gated attention network for image dehazing","volume":"74","author":"Wang","year":"2023","journal-title":"Comput Mater Contin"},{"key":"ref8","first-page":"1","article-title":"A deep retinex-based low-light enhancement network fusing rich intrinsic prior information","volume":"20","author":"Li","year":"2024","journal-title":"ACM Trans Multim Comput Commun Appl"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1109\/TPAMI.2023.3330416","article-title":"Image restoration via frequency selection","volume":"46","author":"Cui","year":"2024","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"journal-title":"Advances in neural information processing systems","year":"2017","author":"Vaswani","key":"ref10"},{"key":"ref11","unstructured":"Dosovitskiy A. An image is worth 16 \u00d7 16 words: transformers for image recognition at scale. arXiv:2010.11929. 2020."},{"key":"ref12","unstructured":"Zhao D, Li J, Li H, Xu L. Complementary feature enhanced network with vision transformer for image dehazing. arXiv:2109.07100. 2021."},{"key":"ref13","doi-asserted-by":"crossref","first-page":"1927","DOI":"10.1109\/TIP.2023.3256763","article-title":"Vision transformers for single image dehazing","volume":"32","author":"Song","year":"2023","journal-title":"IEEE Trans Image Process"},{"key":"ref14","first-page":"1","article-title":"Multiscale image dehazing and restoration: an application for visual surveillance","volume":"70","author":"Riaz","year":"2022","journal-title":"Comput Mater Contin"},{"key":"ref15","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"8160","article-title":"Enhanced pix2pix dehazing network","author":"Qu","year":"2019"},{"key":"ref16","first-page":"11908","article-title":"FFA-Net: feature fusion attention network for single image dehazing","volume":"34","author":"Qin","year":"2020","journal-title":"Proc AAAI Conf Artif Intell"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1016\/j.neunet.2023.11.049","article-title":"CVANet: cascaded visual attention network for single image super-resolution","volume":"170","author":"Zhang","year":"2024","journal-title":"Neural Netw"},{"key":"ref18","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"3194","article-title":"Densely connected pyramid dehazing network","author":"Zhang","year":"2018"},{"key":"ref19","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"7314","article-title":"Griddehazenet: attention-based multi-scale network for image dehazing","author":"Liu","year":"2019"},{"key":"ref20","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"10551","article-title":"Contrastive learning for compact single image dehazing","author":"Wu","year":"2021"},{"key":"ref21","series-title":"Proceedings of the IEEE International Conference on Computer Vision","first-page":"4770","article-title":"AOD-Net: all-in-one dehazing network","author":"Li","year":"2017"},{"key":"ref22","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"3253","article-title":"Gated fusion network for single image dehazing","author":"Ren","year":"2018"},{"key":"ref23","series-title":"2024 International Joint Conference on Neural Networks (IJCNN)","first-page":"1","article-title":"MixDehazeNet: mix structure block for image dehazing network","author":"Lu","year":"2024"},{"key":"ref24","series-title":"Proceedings of the 31st ACM International Conference on Multimedia","first-page":"7","article-title":"Mutual information-driven triple interaction network for efficient image dehazing","author":"Shen","year":"2023"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"1002","DOI":"10.1109\/TIP.2024.3354108","article-title":"DEA-Net: single image dehazing based on detail-enhanced convolution and content-guided attention","volume":"33","author":"Chen","year":"2024","journal-title":"IEEE Trans Image Process"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"107692","DOI":"10.1016\/j.engappai.2023.107692","article-title":"Visual attention and ODE-inspired Fusion Network for image dehazing","volume":"130","author":"Yin","year":"2024","journal-title":"Eng Appl Artif Intell"},{"key":"ref27","first-page":"5951","article-title":"MSTFDN: multi-scale transformer fusion dehazing network","volume":"53","author":"Yang","year":"2023","journal-title":"Appl Intell"},{"key":"ref28","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5728","article-title":"Restormer: efficient transformer for high-resolution image restoration","author":"Zamir","year":"2022"},{"key":"ref29","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"12802","article-title":"MB-TaylorFormer: multi-branch efficient transformer expanded by taylor formula for image dehazing","author":"Qiu","year":"2023"},{"key":"ref30","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5812","article-title":"Image dehazing transformer with transmission-aware 3d position embedding","author":"Guo","year":"2022"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"1119","DOI":"10.1007\/s11045-022-00835-x","article-title":"TransRA: transformer and residual attention fusion for single remote sensing image dehazing","volume":"33","author":"Dong","year":"2022","journal-title":"Multidimens Syst Signal Process"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1109\/TIP.2018.2867951","article-title":"Benchmarking single-image dehazing and beyond","volume":"28","author":"Li","year":"2018","journal-title":"IEEE Trans Image Process"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"973","DOI":"10.1007\/s11263-018-1072-8","article-title":"Semantic foggy scene understanding with synthetic data","volume":"126","author":"Sakaridis","year":"2018","journal-title":"Int J Comput Vis"},{"key":"ref34","series-title":"2019 IEEE International Conference on Image Processing (ICIP)","first-page":"1014","article-title":"Dense-haze: a benchmark for image dehazing with dense-haze and haze-free images","author":"Ancuti","year":"2019"},{"key":"ref35","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"2157","article-title":"Multi-scale boosted dehazing network with dense feature fusion","author":"Dong","year":"2020"},{"key":"ref36","series-title":"Proceedings of the 30th ACM International Conference on Multimedia","first-page":"2767","article-title":"Learning hierarchical dynamics with spatial adjacency for image enhancement","author":"Liang","year":"2022"},{"key":"ref37","unstructured":"Rohn Y. Rethinking the elementary function fusion for single-image dehazing. arXiv:2405.15817. 2024."}],"container-title":["Computers, Materials & Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-83-3\/TSP_CMC_62328\/TSP_CMC_62328.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:29:25Z","timestamp":1763342965000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v83n3\/61009"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":37,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.062328","relation":{},"ISSN":["1546-2226"],"issn-type":[{"type":"electronic","value":"1546-2226"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2024-12-16","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-03-06","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-05-19","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}