{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T16:36:31Z","timestamp":1774456591266,"version":"3.50.1"},"reference-count":33,"publisher":"Tech Science Press","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2025.063906","type":"journal-article","created":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T04:45:22Z","timestamp":1747629922000},"page":"745-762","source":"Crossref","is-referenced-by-count":2,"title":["DNEFNET: Denoising and Frequency Domain Feature Enhancement Event Fusion Network for Image Deblurring"],"prefix":"10.32604","volume":"84","author":[{"given":"Kangkang","family":"Zhao","sequence":"first","affiliation":[]},{"given":"Yaojie","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Jianbo","family":"Li","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"103197","DOI":"10.1016\/j.aei.2025.103197","article-title":"Self-supervised graph feature enhancement and scale attention for mechanical signal node-level representation and diagnosis","volume":"65","author":"Zhang","year":"2025","journal-title":"Adv Eng Inform"},{"key":"ref2","series-title":"Proceedings of the 17th European Conference on Computer Vision (ECCV 2022)","first-page":"412","article-title":"Event-based fusion for motion deblurring with cross-modal attention","author":"Sun","year":"2022 Oct 23\u201327"},{"key":"ref3","unstructured":"Yang D, Yamac M. Deformable convolutions and LSTM-based flexible event frame fusion network for motion deblurring. arXiv:2306.00834. 2023."},{"key":"ref4","series-title":"ICASSP 2024\u20142024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","first-page":"3450","article-title":"Diffevent: event residual diffusion for image deblurring","author":"Wang","year":"2024 May 19\u201324"},{"key":"ref5","series-title":"Computer Vision\u2013ECCV 2020: 16th European Conference","first-page":"534","article-title":"Reducing the sim-to-real gap for event cameras","author":"Stoffregen","year":"2020"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"11002","DOI":"10.1109\/TII.2024.3397401","article-title":"Multiscale channel attention-driven graph dynamic fusion learning method for robust fault diagnosis","volume":"20","author":"Zhang","year":"2024","journal-title":"IEEE Trans Ind Inform"},{"key":"ref7","series-title":"Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI 2023)","first-page":"1905","article-title":"Intriguing findings of frequency selection for image deblurring","author":"Mao","year":"2023"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1109\/79.581363","article-title":"Digital image restoration","volume":"14","author":"Banham","year":"1997","journal-title":"IEEE Signal Process Mag"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1364\/JOSA.62.000055","article-title":"Bayesian-based iterative method of image restoration","volume":"62","author":"Richardson","year":"1972","journal-title":"J Opt Soc Am A"},{"key":"ref10","series-title":"Proceedings of the 2017 IEEE International Conference on Computer Vision (ICCV)","first-page":"3286","article-title":"Non-uniform blind deblurring by reblurring","author":"Bahat","year":"2017"},{"key":"ref11","series-title":"Proceedings of the ACM SIGGRAPH Asia 2009 Conference","first-page":"1","article-title":"Fast motion deblurring","author":"Cho","year":"2009"},{"key":"ref12","series-title":"Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference, Proceedings, Part III","first-page":"234","article-title":"U-net: convolutional networks for biomedical image segmentation","author":"Ronneberger","year":"2015"},{"key":"ref13","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2019)","first-page":"9308","article-title":"Deformable convnets v2: more deformable, better results","author":"Zhu","year":"2019"},{"key":"ref14","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision (ICCV 2021)","first-page":"4641","article-title":"Rethinking coarse-to-fine approach in single image deblurring","author":"Cho","year":"2021"},{"key":"ref15","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)","first-page":"8174","article-title":"Scale-recurrent network for deep image deblurring","author":"Tao","year":"2018"},{"key":"ref16","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021)","first-page":"14821","article-title":"Multi-stage progressive image restoration","author":"Zamir","year":"2021"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"106601","DOI":"10.1016\/j.engappai.2023.106601","article-title":"Graph features dynamic fusion learning driven by multi-head attention for large rotating machinery fault diagnosis with multi-sensor data","volume":"125","author":"Zhang","year":"2023","journal-title":"Eng Appl Artif Intell"},{"key":"ref18","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2019)","first-page":"5978","article-title":"Deep stacked hierarchical multi-patch network for image deblurring","author":"Zhang","year":"2019"},{"key":"ref19","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2019)","first-page":"6820","article-title":"Bringing a blurry frame alive at high frame-rate with an event camera","author":"Pan","year":"2019"},{"key":"ref20","first-page":"2519","article-title":"High frame rate video reconstruction based on an event camera","volume":"44","author":"Pan","year":"2020","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"631","DOI":"10.3390\/electronics11040631","article-title":"Image deblurring aided by low-resolution events","volume":"11","author":"Wang","year":"2022","journal-title":"Electronics"},{"key":"ref22","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision (ICCV 2021)","first-page":"2583","article-title":"Motion deblurring with real events","author":"Xu","year":"2021"},{"key":"ref23","series-title":"Proceedings of the International Conference on Computer Vision Systems (ICVS 2009)","first-page":"174","article-title":"Bio-inspired stereo vision system with silicon retina imagers","author":"Kogler","year":"2009"},{"key":"ref24","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017)","first-page":"3883","article-title":"Deep multi-scale convolutional neural network for dynamic scene deblurring","author":"Nah","year":"2017"},{"key":"ref25","series-title":"European Conference on Computer Vision (ECCV 2022)","first-page":"17","article-title":"Simple baselines for image restoration","author":"Chen","year":"2022"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"6789","DOI":"10.1109\/TIP.2022.3216216","article-title":"Banet: a blur-aware attention network for dynamic scene deblurring","volume":"31","author":"Tsai","year":"2022","journal-title":"IEEE Trans Image Process"},{"key":"ref27","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021)","first-page":"182","article-title":"Hinet: half instance normalization network for image restoration","author":"Chen","year":"2021"},{"key":"ref28","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022)","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 Conference on Computer Vision and Pattern Recognition (CVPR 2022)","first-page":"17683","article-title":"Uformer: a general U-shaped transformer for image restoration","author":"Wang","year":"2022"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"2924","DOI":"10.1109\/TIP.2024.3384838","article-title":"Single stage adaptive multi-attention network for image restoration","volume":"33","author":"Zafar","year":"2024","journal-title":"IEEE Trans Image Process"},{"key":"ref31","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022)","first-page":"1113","article-title":"Motion aware double attention network for dynamic scene deblurring","author":"Yang","year":"2022"},{"key":"ref32","unstructured":"Chen H, Teng M, Shi B, Wang Y, Huang T. Learning to deblur and generate high frame rate video with an event camera. arXiv:2003.00847. 2020."},{"key":"ref33","first-page":"84","article-title":"Imagenet classification with deep convolutional neural networks","volume":"25","author":"Krizhevsky","year":"2012","journal-title":"Adv Neural Inf Process Syst"}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-84-1\/TSP_CMC_63906\/TSP_CMC_63906.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:34:44Z","timestamp":1763343284000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v84n1\/61752"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":33,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.063906","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}