{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T18:16:32Z","timestamp":1778782592879,"version":"3.51.4"},"reference-count":140,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100010211","name":"Education Department of Jilin Province","doi-asserted-by":"publisher","award":["JJKH20240950KJ"],"award-info":[{"award-number":["JJKH20240950KJ"]}],"id":[{"id":"10.13039\/501100010211","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010211","name":"Education Department of Jilin Province","doi-asserted-by":"publisher","award":["2024GZZ08"],"award-info":[{"award-number":["2024GZZ08"]}],"id":[{"id":"10.13039\/501100010211","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62090054"],"award-info":[{"award-number":["62090054"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013284","name":"Program for Jilin University Science and Technology Innovative Research Team","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100013284","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2022YFB2804504"],"award-info":[{"award-number":["2022YFB2804504"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Expert Systems with Applications"],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1016\/j.eswa.2026.132170","type":"journal-article","created":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T00:17:31Z","timestamp":1774311451000},"page":"132170","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["FAAIR: Feature-aware attention aggregation for image restoration"],"prefix":"10.1016","volume":"320","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-3767-3618","authenticated-orcid":false,"given":"Peixian","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-3554-7244","authenticated-orcid":false,"given":"Peng","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-4735-1819","authenticated-orcid":false,"given":"Mingbo","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-0880-3436","authenticated-orcid":false,"given":"Haoran","family":"Lv","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-2583-8034","authenticated-orcid":false,"given":"Lu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-2921-6819","authenticated-orcid":false,"given":"Wenqiang","family":"Yue","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-0864-933X","authenticated-orcid":false,"given":"Xiaolong","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2079-7278","authenticated-orcid":false,"given":"Junfeng","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0001","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/s10064-020-01922-8","article-title":"Landslide susceptibility mapping using hybridized block modular intelligence model","volume":"80","author":"Abbaszadeh Shahri","year":"2021","journal-title":"Bulletin of Engineering Geology and the Environment"},{"key":"10.1016\/j.eswa.2026.132170_bib0002","series-title":"International conference on learning representations","article-title":"Deep variational information bottleneck","author":"Alemi","year":"2017"},{"key":"10.1016\/j.eswa.2026.132170_bib0003","first-page":"144","article-title":"Memory aware synapses: Learning what (not) to forget","volume":"11207","author":"Aljundi","year":"2018","journal-title":"Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)"},{"key":"10.1016\/j.eswa.2026.132170_bib0004","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":"10.1016\/j.eswa.2026.132170_bib0005","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition workshops","first-page":"444","article-title":"Nh-haze: An image dehazing benchmark with non-homogeneous hazy and haze-free images","author":"Ancuti","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0006","series-title":"International conference on neural information processing","first-page":"427","article-title":"RetinexMamba: Retinex-based mamba for low-light image enhancement","author":"Bai","year":"2024"},{"issue":"11","key":"10.1016\/j.eswa.2026.132170_bib0007","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 Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0008","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"12504","article-title":"RetinexFormer: One-stage retinex-based transformer for low-light image enhancement","author":"Cai","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0009","series-title":"2019 IEEE winter conference on applications of computer vision (WACV)","first-page":"1375","article-title":"Gated context aggregation network for image dehazing and deraining","author":"Chen","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0010","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"12299","article-title":"Pre-trained image processing transformer","author":"Chen","year":"2021"},{"key":"10.1016\/j.eswa.2026.132170_bib0011","series-title":"ICASSP 2023-2023 IEEE international conference on acoustics, speech and signal processing (ICASSP)","first-page":"1","article-title":"MSP-Former: Multi-scale projection transformer for single image desnowing","author":"Chen","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0012","series-title":"Computer vision\u2013ECCV 2020: 16th European conference, Glasgow, UK, August 23\u201328, 2020, proceedings, Part XXI 16","first-page":"754","article-title":"Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal","author":"Chen","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0013","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"4196","article-title":"All snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contradict channel loss","author":"Chen","year":"2021"},{"key":"10.1016\/j.eswa.2026.132170_bib0014","first-page":"1","article-title":"Retinex-RAWMamba: Bridging demosaicing and denoising for low-light RAW image enhancement","author":"Chen","year":"2025","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"10.1016\/j.eswa.2026.132170_bib0015","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"378","article-title":"Hybrid CNN-transformer feature fusion for single image deraining","volume":"vol. 37","author":"Chen","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0016","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.127009","article-title":"CDRM: Controllable diffusion restoration model for realistic image deblurring","volume":"275","author":"Chen","year":"2025","journal-title":"Expert Systems with Applications"},{"key":"10.1016\/j.eswa.2026.132170_bib0017","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 Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0018","doi-asserted-by":"crossref","DOI":"10.1016\/j.cviu.2023.103819","article-title":"Snow mask guided adaptive residual network for image snow removal","volume":"236","author":"Cheng","year":"2023","journal-title":"Computer Vision and Image Understanding"},{"key":"10.1016\/j.eswa.2026.132170_bib0019","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"13001","article-title":"Focal network for image restoration","author":"Cui","year":"2023"},{"issue":"2","key":"10.1016\/j.eswa.2026.132170_bib0020","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":"2023","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"12","key":"10.1016\/j.eswa.2026.132170_bib0021","doi-asserted-by":"crossref","first-page":"9423","DOI":"10.1109\/TPAMI.2024.3419007","article-title":"Revitalizing convolutional network for image restoration","volume":"46","author":"Cui","year":"2024","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0022","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"1426","article-title":"Omni-kernel network for image restoration","volume":"vol. 38","author":"Cui","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0023","series-title":"Proceedings of the 40th international conference on machine learning","first-page":"6545","article-title":"IRNext: rethinking convolutional network design for image restoration","author":"Cui","year":"2023"},{"issue":"4","key":"10.1016\/j.eswa.2026.132170_bib0024","doi-asserted-by":"crossref","first-page":"4621","DOI":"10.1109\/TITS.2025.3538485","article-title":"Enhancing perception for autonomous vehicles: A multi-scale feature modulation network for image restoration","volume":"26","author":"Cui","year":"2025","journal-title":"IEEE Transactions on Intelligent Transportation Systems"},{"issue":"8","key":"10.1016\/j.eswa.2026.132170_bib0025","doi-asserted-by":"crossref","first-page":"2080","DOI":"10.1109\/TIP.2007.901238","article-title":"Image denoising by sparse 3-D transform-domain collaborative filtering","volume":"16","author":"Dabov","year":"2007","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0026","doi-asserted-by":"crossref","DOI":"10.1016\/j.cviu.2024.103930","article-title":"Ppformer: Using pixel-wise and patch-wise cross-attention for low-light image enhancement","volume":"241","author":"Dang","year":"2024","journal-title":"Computer Vision and Image Understanding"},{"key":"10.1016\/j.eswa.2026.132170_bib0027","series-title":"A practical guide to splines","volume":"vol. 27","author":"De Boor","year":"1978"},{"key":"10.1016\/j.eswa.2026.132170_bib0028","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"14560","article-title":"Detail-recovery image deraining via context aggregation networks","author":"Deng","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0029","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":"10.1016\/j.eswa.2026.132170_bib0030","series-title":"Computer vision\u2013ECCV 2020: 16th European conference, Glasgow, UK, August 23\u201328, 2020, proceedings, Part XXX 16","first-page":"188","article-title":"Physics-based feature dehazing networks","author":"Dong","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0031","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"9935","article-title":"Generative diffusion prior for unified image restoration and enhancement","author":"Fei","year":"2023"},{"issue":"19","key":"10.1016\/j.eswa.2026.132170_bib0032","doi-asserted-by":"crossref","first-page":"21625","DOI":"10.1007\/s11042-024-20175-1","article-title":"Residual encoder-decoder based architecture for medical image denoising","volume":"84","author":"Ferdi","year":"2025","journal-title":"Multimedia Tools and Applications"},{"key":"10.1016\/j.eswa.2026.132170_bib0033","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"3855","article-title":"Removing rain from single images via a deep detail network","author":"Fu","year":"2017"},{"key":"10.1016\/j.eswa.2026.132170_bib0034","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"3848","article-title":"Dynamic scene deblurring with parameter selective sharing and nested skip connections","author":"Gao","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0035","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"1780","article-title":"Zero-reference deep curve estimation for low-light image enhancement","author":"Guo","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0036","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":"10.1016\/j.eswa.2026.132170_bib0037","series-title":"European conference on computer vision","first-page":"222","article-title":"Mambair: A simple baseline for image restoration with state-space model","author":"Guo","year":"2024"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0038","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1007\/s11263-022-01667-9","article-title":"Low-light image enhancement via breaking down the darkness","volume":"131","author":"Guo","year":"2023","journal-title":"International Journal of Computer Vision"},{"key":"10.1016\/j.eswa.2026.132170_bib0039","series-title":"ICLR","article-title":"Deep compression: Compressing deep neural network with pruning, trained quantization and huffman coding","author":"Han","year":"2016"},{"key":"10.1016\/j.eswa.2026.132170_bib0040","first-page":"164","article-title":"Second order derivatives for network pruning: Optimal brain surgeon","volume":"5","author":"Hassibi","year":"1992","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0041","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1080\/02626667.2021.2003367","article-title":"Prediction of bedload transport rate using a block combined network structure","volume":"67","author":"Hosseini","year":"2022","journal-title":"Hydrological Sciences Journal"},{"issue":"8","key":"10.1016\/j.eswa.2026.132170_bib0042","doi-asserted-by":"crossref","first-page":"5325","DOI":"10.1109\/TPAMI.2024.3366349","article-title":"A survey on information bottleneck","volume":"46","author":"Hu","year":"2024","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0043","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"8022","article-title":"Depth-attentional features for single-image rain removal","author":"Hu","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0044","series-title":"European conference on computer vision","first-page":"163","article-title":"Deep Fourier-based exposure correction network with spatial-frequency interaction","author":"Huang","year":"2022"},{"key":"10.1016\/j.eswa.2026.132170_bib0045","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2023.127066","article-title":"Progressive network based on detail scaling and texture extraction: A more general framework for image deraining","volume":"568","author":"Huang","year":"2024","journal-title":"Neurocomputing"},{"key":"10.1016\/j.eswa.2026.132170_bib0046","series-title":"2019 16th IEEE international conference on advanced video and signal based surveillance (AVSS)","first-page":"1","article-title":"Enhancing object detection in the dark using u-net based restoration module","author":"Huang","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0047","doi-asserted-by":"crossref","first-page":"7404","DOI":"10.1109\/TIP.2021.3102504","article-title":"Rain-free and residue hand-in-hand: A progressive coupled network for real-time image deraining","volume":"30","author":"Jiang","year":"2021","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0048","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"13919","article-title":"Focal frequency loss for image reconstruction and synthesis","author":"Jiang","year":"2021"},{"key":"10.1016\/j.eswa.2026.132170_bib0049","first-page":"5574","article-title":"What uncertainties do we need in Bayesian deep learning for computer vision?","volume":"30","author":"Kendall","year":"2017","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"13","key":"10.1016\/j.eswa.2026.132170_bib0050","doi-asserted-by":"crossref","first-page":"3521","DOI":"10.1073\/pnas.1611835114","article-title":"Overcoming catastrophic forgetting in neural networks","volume":"114","author":"Kirkpatrick","year":"2017","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"28","key":"10.1016\/j.eswa.2026.132170_bib0051","first-page":"55","article-title":"On the representation of continuous functions of many variables by superposition of continuous functions of one variable and addition","volume":"2","author":"Kolmogorov","year":"1963","journal-title":"Translations American Mathematical Society"},{"issue":"4","key":"10.1016\/j.eswa.2026.132170_bib0052","doi-asserted-by":"crossref","first-page":"4455","DOI":"10.1609\/aaai.v39i4.32469","article-title":"Exploiting diffusion prior for real-world image dehazing with unpaired training","volume":"39","author":"Lan","year":"2025","journal-title":"Proceedings of the AAAI Conference on Artificial Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0053","first-page":"598","article-title":"Optimal brain damage","volume":"2","author":"LeCun","year":"1989","journal-title":"Advances in Neural Information Processing Systems"},{"key":"10.1016\/j.eswa.2026.132170_bib0054","series-title":"European conference on computer vision","first-page":"1","article-title":"Frest: Feature restoration for semantic segmentation under multiple adverse conditions","author":"Lee","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0055","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"18911","article-title":"Fifo: Learning fog-invariant features for foggy scene segmentation","author":"Lee","year":"2022"},{"key":"10.1016\/j.eswa.2026.132170_bib0056","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"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0057","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 Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0058","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"4652","article-title":"U-kan makes strong backbone for medical image segmentation and generation","volume":"vol. 39","author":"Li","year":"2025"},{"issue":"7","key":"10.1016\/j.eswa.2026.132170_bib0059","first-page":"8284","article-title":"Detection-friendly dehazing: Object detection in real-world hazy scenes","volume":"45","author":"Li","year":"2023","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0060","unstructured":"Li, D., Liu, Y., Fu, X., Xu, S., & Zha, Z.-J. (2024a). FourierMamba: Fourier learning integration with state space models for image deraining. arXiv: 2405.19450."},{"issue":"33","key":"10.1016\/j.eswa.2026.132170_bib0061","doi-asserted-by":"crossref","first-page":"79805","DOI":"10.1007\/s11042-024-18677-z","article-title":"Multi-scale cross-fusion for arbitrary scale image super resolution","volume":"83","author":"Li","year":"2024","journal-title":"Multimedia Tools and Applications"},{"key":"10.1016\/j.eswa.2026.132170_bib0062","series-title":"International conference on learning representations","article-title":"Pruning filters for efficient convnets","author":"Li","year":"2017"},{"key":"10.1016\/j.eswa.2026.132170_bib0063","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"3175","article-title":"All in one bad weather removal using architectural search","author":"Li","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0064","series-title":"Proceedings of the European conference on computer vision (ECCV)","first-page":"254","article-title":"Recurrent squeeze-and-excitation context aggregation net for single image deraining","author":"Li","year":"2018"},{"key":"10.1016\/j.eswa.2026.132170_bib0065","doi-asserted-by":"crossref","DOI":"10.1016\/j.asoc.2024.112671","article-title":"Image inpainting based on CNN-transformer framework via structure and texture restoration","volume":"170","author":"Li","year":"2025","journal-title":"Applied Soft Computing"},{"key":"10.1016\/j.eswa.2026.132170_bib0066","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":"10.1016\/j.eswa.2026.132170_bib0067","series-title":"Proceedings of the Asian conference on computer vision","first-page":"4069","article-title":"Interaction-guided two-branch image dehazing network","author":"Liu","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0068","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":"10.1016\/j.eswa.2026.132170_bib0069","series-title":"Neural information processing: 27th international conference, ICONIP 2020, Bangkok, Thailand, November 23\u201327, 2020, proceedings, Part III 27","first-page":"172","article-title":"Are deep neural architectures losing information? Invertibility is indispensable","author":"Liu","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0070","series-title":"Proceedings of the 29th ACM international conference on multimedia","first-page":"50","article-title":"From synthetic to real: Image dehazing collaborating with unlabeled real data","author":"Liu","year":"2021"},{"issue":"6","key":"10.1016\/j.eswa.2026.132170_bib0071","doi-asserted-by":"crossref","first-page":"3064","DOI":"10.1109\/TIP.2018.2806202","article-title":"DesnowNet: Context-aware deep network for snow removal","volume":"27","author":"Liu","year":"2018","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0072","series-title":"The thirteenth international conference on learning representations","article-title":"KAN: Kolmogorov\u2013Arnold networks","author":"Liu","year":"2025"},{"key":"10.1016\/j.eswa.2026.132170_bib0073","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TGRS.2025.3526927","article-title":"Fmambair: A hybrid state-space model and frequency domain for image restoration","volume":"63","author":"Luan","year":"2025","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"10.1016\/j.eswa.2026.132170_bib0074","series-title":"Proceedings of the 40th international conference on machine learning","first-page":"23045","article-title":"Image restoration with mean-reverting stochastic differential equations","volume":"vol. 202","author":"Luo","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0075","doi-asserted-by":"crossref","first-page":"3157","DOI":"10.1109\/TMM.2021.3094058","article-title":"DBDNet: A deep boosting strategy for image denoising","volume":"24","author":"Ma","year":"2021","journal-title":"IEEE Transactions on Multimedia"},{"issue":"12","key":"10.1016\/j.eswa.2026.132170_bib0076","doi-asserted-by":"crossref","first-page":"3207","DOI":"10.1007\/s11263-023-01843-5","article-title":"Pyramid attention network for image restoration","volume":"131","author":"Mei","year":"2023","journal-title":"International Journal of Computer Vision"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0077","doi-asserted-by":"crossref","DOI":"10.1155\/2023\/9429505","article-title":"GDF: A novel image fusion approach for compelling depiction of earthly features","volume":"2023","author":"Mishra","year":"2023","journal-title":"Journal of Sensors"},{"key":"10.1016\/j.eswa.2026.132170_bib0078","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"2910","article-title":"Misalignment-robust frequency distribution loss for image transformation","author":"Ni","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0079","doi-asserted-by":"crossref","first-page":"891","DOI":"10.1109\/LSP.2025.3540700","article-title":"Kan see in the dark","volume":"32","author":"Ning","year":"2025","journal-title":"IEEE Signal Processing Letters"},{"key":"10.1016\/j.eswa.2026.132170_bib0080","series-title":"Icassp 2023-2023 IEEE international conference on acoustics, speech and signal processing (ICASSP)","first-page":"1","article-title":"Efficient multi-scale attention module with cross-spatial learning","author":"Ouyang","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0081","doi-asserted-by":"crossref","DOI":"10.1016\/j.apacoust.2023.109843","article-title":"Block-matching and 3D filtering-based denoising of acoustic images obtained through point contact excitation and detection method","volume":"217","author":"Pal","year":"2024","journal-title":"Applied Acoustics"},{"key":"10.1016\/j.eswa.2026.132170_bib0082","article-title":"MCW-Net: Single image deraining with multi-level connections and wide regional non-local blocks","volume":"105","author":"Park","year":"2022","journal-title":"Signal Processing: Image Communication"},{"key":"10.1016\/j.eswa.2026.132170_bib0083","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"11908","article-title":"FFA-Net: Feature fusion attention network for single image dehazing","volume":"vol. 34","author":"Qin","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0084","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"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0085","doi-asserted-by":"crossref","DOI":"10.1038\/s41598-025-23942-8","article-title":"Efficient real-world image denoising using multi-scale Gaussian pyramids","volume":"15","author":"Rani","year":"2025","journal-title":"Scientific Reports"},{"key":"10.1016\/j.eswa.2026.132170_bib0086","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"3937","article-title":"Progressive image deraining networks: A better and simpler baseline","author":"Ren","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0087","series-title":"Computer vision\u2013ECCV 2016: 14th European conference, Amsterdam, the Netherlands, October 11-14, 2016, proceedings, Part II 14","first-page":"154","article-title":"Single image dehazing via multi-scale convolutional neural networks","author":"Ren","year":"2016"},{"key":"10.1016\/j.eswa.2026.132170_bib0088","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":"10.1016\/j.eswa.2026.132170_bib0089","series-title":"International conference on medical image computing and computer-assisted intervention","first-page":"234","article-title":"U-Net: Convolutional networks for biomedical image segmentation","author":"Ronneberger","year":"2015"},{"issue":"12","key":"10.1016\/j.eswa.2026.132170_bib0090","doi-asserted-by":"crossref","DOI":"10.1088\/1742-5468\/ab3985","article-title":"On the information bottleneck theory of deep learning","volume":"2019","author":"Saxe","year":"2019","journal-title":"Journal of Statistical Mechanics: Theory and Experiment"},{"issue":"2","key":"10.1016\/j.eswa.2026.132170_bib0091","doi-asserted-by":"crossref","first-page":"336","DOI":"10.1007\/s11263-019-01228-7","article-title":"Grad-CAM: Visual explanations from deep networks via gradient-based localization","volume":"128","author":"Selvaraju","year":"2020","journal-title":"International Journal of Computer Vision"},{"key":"10.1016\/j.eswa.2026.132170_bib0092","article-title":"Landslide susceptibility hazard map in southwest sweden using artificial neural network","volume":"183","author":"Shahri","year":"2019","journal-title":"Catena"},{"key":"10.1016\/j.eswa.2026.132170_bib0093","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":"10.1016\/j.eswa.2026.132170_bib0094","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 Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0095","unstructured":"Tishby, N., Pereira, F. C., & Bialek, W. (2000). The information bottleneck method. arXiv preprint physics\/0004057."},{"key":"10.1016\/j.eswa.2026.132170_bib0096","series-title":"2015 IEEE information theory workshop (itw)","first-page":"1","article-title":"Deep learning and the information bottleneck principle","author":"Tishby","year":"2015"},{"key":"10.1016\/j.eswa.2026.132170_bib0097","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"5769","article-title":"Maxim: Multi-axis mlp for image processing","author":"Tu","year":"2022"},{"issue":"7","key":"10.1016\/j.eswa.2026.132170_bib0098","doi-asserted-by":"crossref","first-page":"1867","DOI":"10.1007\/s11263-020-01303-4","article-title":"Deep image prior","volume":"128","author":"Ulyanov","year":"2020","journal-title":"International Journal of Computer Vision"},{"key":"10.1016\/j.eswa.2026.132170_bib0099","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"2353","article-title":"Transweather: Transformer-based restoration of images degraded by adverse weather conditions","author":"Valanarasu","year":"2022"},{"key":"10.1016\/j.eswa.2026.132170_bib0100","first-page":"6000","article-title":"Attention is all you need","volume":"30","author":"Vaswani","year":"2017","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"3","key":"10.1016\/j.eswa.2026.132170_bib0101","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1007\/s10044-023-01184-6","article-title":"Global\u2013local transformer for single-image rain removal","volume":"26","author":"Wan","year":"2023","journal-title":"Pattern Analysis and Applications"},{"key":"10.1016\/j.eswa.2026.132170_bib0102","series-title":"Proceedings of the 32nd ACM international conference on multimedia","first-page":"10326","article-title":"Progressive local and non-local interactive networks with deeply discriminative training for image deraining","author":"Wang","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0103","series-title":"Proceedings of the 31st ACM international conference on multimedia","first-page":"7459","article-title":"Fourllie: Boosting low-light image enhancement by fourier frequency information","author":"Wang","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0104","series-title":"Proceedings of the 28th ACM international conference on multimedia","first-page":"1643","article-title":"DCSFN: Deep cross-scale fusion network for single image rain removal","author":"Wang","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0105","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"3103","article-title":"A model-driven deep neural network for single image rain removal","author":"Wang","year":"2020"},{"key":"10.1016\/j.eswa.2026.132170_bib0106","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1109\/TIP.2023.3334556","article-title":"Multi-scale fusion and decomposition network for single image deraining","volume":"33","author":"Wang","year":"2023","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0107","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"26057","article-title":"Zero-reference low-light enhancement via physical quadruple priors","author":"Wang","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0108","series-title":"British machine vision conference","article-title":"Deep retinex decomposition for low-light enhancement","author":"Wei","year":"2018"},{"key":"10.1016\/j.eswa.2026.132170_bib0109","series-title":"Proceedings of the 30th ACM international conference on multimedia","first-page":"6464","article-title":"Robust attention deraining network for synchronous rain streaks and raindrops removal","author":"Wei","year":"2022"},{"key":"10.1016\/j.eswa.2026.132170_bib0110","doi-asserted-by":"crossref","first-page":"3343","DOI":"10.1109\/TMM.2025.3535316","article-title":"All-in-one weather-degraded image restoration via adaptive degradation-aware self-prompting model","volume":"27","author":"Wen","year":"2025","journal-title":"IEEE Transactions on Multimedia"},{"key":"10.1016\/j.eswa.2026.132170_bib0111","first-page":"27440","article-title":"Mamballie: Implicit retinex-aware low light enhancement with global-then-local state space","volume":"37","author":"Weng","year":"2024","journal-title":"Advances in Neural Information Processing Systems"},{"key":"10.1016\/j.eswa.2026.132170_bib0112","series-title":"Proceedings of the European conference on computer vision (ECCV)","first-page":"3","article-title":"Cbam: Convolutional block attention module","author":"Woo","year":"2018"},{"key":"10.1016\/j.eswa.2026.132170_bib0113","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":"10.1016\/j.eswa.2026.132170_bib0114","series-title":"Proceedings of the 32nd ACM international conference on multimedia","first-page":"3094","article-title":"Compacter: A lightweight transformer for image restoration","author":"Wu","year":"2024"},{"issue":"11","key":"10.1016\/j.eswa.2026.132170_bib0115","doi-asserted-by":"crossref","first-page":"12978","DOI":"10.1109\/TPAMI.2022.3183612","article-title":"Image de-raining transformer","volume":"45","author":"Xiao","year":"2022","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0116","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"17714","article-title":"Snr-aware low-light image enhancement","author":"Xu","year":"2022"},{"key":"10.1016\/j.eswa.2026.132170_bib0117","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"1357","article-title":"Deep joint rain detection and removal from a single image","author":"Yang","year":"2017"},{"issue":"11","key":"10.1016\/j.eswa.2026.132170_bib0118","doi-asserted-by":"crossref","first-page":"4059","DOI":"10.1109\/TPAMI.2020.2995190","article-title":"Single image deraining: From model-based to data-driven and beyond","volume":"43","author":"Yang","year":"2020","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0119","doi-asserted-by":"crossref","first-page":"2072","DOI":"10.1109\/TIP.2021.3050850","article-title":"Sparse gradient regularized deep retinex network for robust low-light image enhancement","volume":"30","author":"Yang","year":"2021","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.132170_bib0120","series-title":"European conference on computer vision","first-page":"371","article-title":"Unleashing the potential of the semantic latent space in diffusion models for image dehazing","author":"Yang","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0121","series-title":"European conference on computer vision","first-page":"130","article-title":"Perceiving and modeling density for image dehazing","author":"Ye","year":"2022"},{"issue":"5","key":"10.1016\/j.eswa.2026.132170_bib0122","doi-asserted-by":"crossref","first-page":"4242","DOI":"10.1109\/TCSVT.2024.3520816","article-title":"When aware haze density meets diffusion model for synthetic-to-real dehazing","volume":"35","author":"Yin","year":"2025","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"10.1016\/j.eswa.2026.132170_bib0123","series-title":"Proceedings of the 32nd ACM international conference on multimedia","first-page":"6143","article-title":"FlexIR: Towards flexible and manipulable image restoration","author":"Yin","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0124","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2023.106481","article-title":"Haze removal using deep convolutional neural network for korea multi-purpose satellite-3a (KOMPSAT-3a) multispectral remote sensing imagery","volume":"123","author":"Yu","year":"2023","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0125","first-page":"13294","article-title":"RESShift: Efficient diffusion model for image super-resolution by residual shifting","volume":"36","author":"Yue","year":"2023","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0126","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1016\/j.camwa.2015.11.005","article-title":"A shifted nested splitting iterative method with applications to ill-posed problems and image restoration","volume":"71","author":"Zak","year":"2016","journal-title":"Computers & Mathematics with Applications"},{"key":"10.1016\/j.eswa.2026.132170_bib0127","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":"10.1016\/j.eswa.2026.132170_bib0128","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"14821","article-title":"Multi-stage progressive image restoration","author":"Zamir","year":"2021"},{"key":"10.1016\/j.eswa.2026.132170_bib0129","series-title":"Proceedings of the 31st ACM international conference on multimedia","first-page":"2285","article-title":"All-in-one multi-degradation image restoration network via hierarchical degradation representation","author":"Zhang","year":"2023"},{"key":"10.1016\/j.eswa.2026.132170_bib0130","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"13148","article-title":"Learning rain location prior for nighttime deraining","author":"Zhang","year":"2023"},{"issue":"10","key":"10.1016\/j.eswa.2026.132170_bib0131","doi-asserted-by":"crossref","first-page":"6360","DOI":"10.1109\/TPAMI.2021.3088914","article-title":"Plug-and-play image restoration with deep denoiser prior","volume":"44","author":"Zhang","year":"2021","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0132","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"3929","article-title":"Learning deep CNN denoiser prior for image restoration","author":"Zhang","year":"2017"},{"issue":"9","key":"10.1016\/j.eswa.2026.132170_bib0133","doi-asserted-by":"crossref","first-page":"4608","DOI":"10.1109\/TIP.2018.2839891","article-title":"FFDNet: Toward a fast and flexible solution for cnn-based image denoising","volume":"27","author":"Zhang","year":"2018","journal-title":"IEEE Transactions on Image Processing"},{"issue":"1","key":"10.1016\/j.eswa.2026.132170_bib0134","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1007\/s44267-025-00083-0","article-title":"DehazeMamba: large multi-modal model guided single image dehazing via mamba","volume":"3","author":"Zhang","year":"2025","journal-title":"Visual Intelligence"},{"key":"10.1016\/j.eswa.2026.132170_bib0135","series-title":"Proceedings of the 32nd ACM international conference on multimedia","first-page":"7434","article-title":"DMFourllie: Dual-stage and multi-branch fourier network for low-light image enhancement","author":"Zhang","year":"2024"},{"key":"10.1016\/j.eswa.2026.132170_bib0136","article-title":"ASCFormer: An adaptive strucure-aware cascaded transformer for 3D object detection","author":"Zhang","year":"2025","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"10.1016\/j.eswa.2026.132170_bib0137","doi-asserted-by":"crossref","DOI":"10.1016\/j.displa.2022.102205","article-title":"Dual attentional siamese network for visual tracking","volume":"74","author":"Zhang","year":"2022","journal-title":"Displays"},{"key":"10.1016\/j.eswa.2026.132170_bib0138","doi-asserted-by":"crossref","first-page":"1013","DOI":"10.1007\/s11263-020-01407-x","article-title":"Beyond brightening low-light images","volume":"129","author":"Zhang","year":"2021","journal-title":"International Journal of Computer Vision"},{"key":"10.1016\/j.eswa.2026.132170_bib0139","series-title":"Proceedings of the 27th ACM international conference on multimedia","first-page":"1632","article-title":"Kindling the darkness: A practical low-light image enhancer","author":"Zhang","year":"2019"},{"key":"10.1016\/j.eswa.2026.132170_bib0140","first-page":"1","article-title":"Exchanging dual-encoder\u2013decoder: A new strategy for change detection with semantic guidance and spatial localization","volume":"61","author":"Zhao","year":"2023","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"}],"container-title":["Expert Systems with Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426010833?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426010833?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T17:51:48Z","timestamp":1778781108000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0957417426010833"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":140,"alternative-id":["S0957417426010833"],"URL":"https:\/\/doi.org\/10.1016\/j.eswa.2026.132170","relation":{},"ISSN":["0957-4174"],"issn-type":[{"value":"0957-4174","type":"print"}],"subject":[],"published":{"date-parts":[[2026,7]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"FAAIR: Feature-aware attention aggregation for image restoration","name":"articletitle","label":"Article Title"},{"value":"Expert Systems with Applications","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.eswa.2026.132170","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"132170"}}