{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T04:18:29Z","timestamp":1783225109476,"version":"3.54.6"},"reference-count":74,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2027,1,1]],"date-time":"2027-01-01T00:00:00Z","timestamp":1798761600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62006174"],"award-info":[{"award-number":["62006174"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62302338"],"award-info":[{"award-number":["62302338"]}],"id":[{"id":"10.13039\/501100001809","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":[[2027,1]]},"DOI":"10.1016\/j.eswa.2026.133422","type":"journal-article","created":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T23:24:19Z","timestamp":1782343459000},"page":"133422","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"PA","title":["Wavelet-enhanced Mamba with multi-domain feature learning for image inpainting"],"prefix":"10.1016","volume":"332","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-4370-7051","authenticated-orcid":false,"given":"Zikai","family":"Wu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1695-4629","authenticated-orcid":false,"given":"Jiangyan","family":"Dai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7976-318X","authenticated-orcid":false,"given":"Qibing","family":"Qin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0426-1059","authenticated-orcid":false,"given":"Jin","family":"Gao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1012-8089","authenticated-orcid":false,"given":"Huihui","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9828-0319","authenticated-orcid":false,"given":"Yugen","family":"Yi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.eswa.2026.133422_bib0001","unstructured":"Babaei, H., White, M., Alemohammad, S., & Baraniuk, R. G. (2025). WaLRUS: Wavelets for long-range representation using SSMs. 10.48550\/arXiv.2505.12161."},{"issue":"1","key":"10.1016\/j.eswa.2026.133422_bib0002","doi-asserted-by":"crossref","first-page":"999","DOI":"10.32604\/cmc.2023.044612","article-title":"Image inpainting technique incorporating edge prior and attention mechanism","volume":"78","author":"Bai","year":"2024","journal-title":"Computers, Materials & Continua"},{"key":"10.1016\/j.eswa.2026.133422_bib0003","series-title":"Proceedings of the 27th annual conference on computer graphics and interactive techniques","first-page":"417","article-title":"Image inpainting","author":"Bertalmio","year":"2000"},{"key":"10.1016\/j.eswa.2026.133422_bib0004","doi-asserted-by":"crossref","DOI":"10.1109\/TCSVT.2025.3574529","article-title":"Adaptive prior and long-range dependency-based learners for image inpainting","author":"Cao","year":"2025","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology."},{"issue":"1","key":"10.1016\/j.eswa.2026.133422_bib0005","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1007\/s00530-024-01609-0","article-title":"WFIL-NET: Image inpainting based on wavelet downsampling and frequency integrated learning module","volume":"31","author":"Cao","year":"2025","journal-title":"Multimedia Systems"},{"key":"10.1016\/j.eswa.2026.133422_bib0006","series-title":"ICASSP 2025\u20132025 IEEE International conference on acoustics, speech and signal processing (ICASSP)","first-page":"1","article-title":"BlurPaint: Image inpainting using blurring diffusion models","author":"Chen","year":"2025"},{"key":"10.1016\/j.eswa.2026.133422_bib0007","doi-asserted-by":"crossref","first-page":"7649","DOI":"10.1109\/TMM.2024.3369897","article-title":"Hint: High-quality inpainting transformer with mask-aware encoding and enhanced attention","volume":"26","author":"Chen","year":"2024","journal-title":"IEEE Transactions on Multimedia"},{"key":"10.1016\/j.eswa.2026.133422_bib0008","unstructured":"Chen, S., Atapour-Abarghouei, A., Zhang, H., & Shum, H. P. (2024b). MXT: Mamba X transformer for image inpainting. 10.48550\/arXiv.2407.16126."},{"key":"10.1016\/j.eswa.2026.133422_bib0009","series-title":"Proceedings of the winter conference on applications of computer vision","first-page":"461","article-title":"SEM-Net: Efficient pixel modelling for image inpainting with spatially enhanced ssm","author":"Chen","year":"2025"},{"key":"10.1016\/j.eswa.2026.133422_bib0010","doi-asserted-by":"crossref","DOI":"10.1016\/j.asoc.2025.113010","article-title":"Dual degradation image inpainting method via adaptive feature fusion and u-net network","volume":"174","author":"Chen","year":"2025","journal-title":"Applied Soft Computing"},{"key":"10.1016\/j.eswa.2026.133422_bib0011","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"23195","article-title":"Rethinking fast fourier convolution in image inpainting","author":"Chu","year":"2023"},{"issue":"2","key":"10.1016\/j.eswa.2026.133422_bib0012","doi-asserted-by":"crossref","first-page":"3559","DOI":"10.1007\/s11135-025-02404-3","article-title":"Image discrimination robustness of classical image quality metrics: An analysis on MAE, MSE, ERGAS, LMSE, SSIM, SAM, UIQI, PSNR, NIQE, PIQE, SNR, VIF, FSIM, GMSD, and NCC","volume":"60","author":"Civicioglu","year":"2026","journal-title":"Quality & Quantity"},{"key":"10.1016\/j.eswa.2026.133422_bib0013","series-title":"Proceedings of the 30th ACM international conference on multimedia","first-page":"6559","article-title":"T-Former: An efficient transformer for image inpainting","author":"Deng","year":"2022"},{"key":"10.1016\/j.eswa.2026.133422_bib0014","doi-asserted-by":"crossref","first-page":"6332","DOI":"10.1109\/TIP.2023.3298560","article-title":"Context adaptive network for image inpainting","volume":"32","author":"Deng","year":"2023","journal-title":"IEEE Transactions on Image Processing"},{"issue":"4","key":"10.1016\/j.eswa.2026.133422_bib0015","doi-asserted-by":"crossref","first-page":"1705","DOI":"10.1109\/TIP.2018.2880681","article-title":"Image inpainting using nonlocal texture matching and nonlinear filtering","volume":"28","author":"Ding","year":"2018","journal-title":"IEEE Transactions on Image Processing"},{"issue":"4","key":"10.1016\/j.eswa.2026.133422_bib0016","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2185520.2185597","article-title":"What makes paris look like paris?","volume":"31","author":"Doersch","year":"2012","journal-title":"ACM Transactions on Graphics"},{"issue":"2","key":"10.1016\/j.eswa.2026.133422_bib0017","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1007\/s00530-024-01290-3","article-title":"Image inpainting method based on AU-GAN","volume":"30","author":"Dong","year":"2024","journal-title":"Multimedia Systems"},{"key":"10.1016\/j.eswa.2026.133422_bib0018","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"11358","article-title":"Incremental transformer structure enhanced image inpainting with masking positional encoding","author":"Dong","year":"2022"},{"key":"10.1016\/j.eswa.2026.133422_bib0019","series-title":"Proceedings of the 9th international conference on learning representations (ICLR)","article-title":"An image is worth 16\u202f\u202f\u00d7\u202f\u202f16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2021"},{"key":"10.1016\/j.eswa.2026.133422_bib0020","series-title":"Proceedings of the seventh IEEE international conference on computer vision","first-page":"1033","article-title":"Texture synthesis by non-parametric sampling","volume":"vol. 2","author":"Efros","year":"1999"},{"issue":"4","key":"10.1016\/j.eswa.2026.133422_bib0021","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1007\/s10462-024-11075-9","article-title":"Transformer-based image and video inpainting: Current challenges and future directions","volume":"58","author":"Elharrouss","year":"2025","journal-title":"Artificial Intelligence Review"},{"key":"10.1016\/j.eswa.2026.133422_bib0022","unstructured":"Gu, A., & Dao, T. (2024). Mamba: Linear-time sequence modeling with selective state spaces. https:\/\/arxiv.org\/abs\/2312.00752."},{"key":"10.1016\/j.eswa.2026.133422_bib0023","series-title":"Proceedings of the international conference on learning representations (ICLR)","article-title":"Efficiently modeling long sequences with structured state spaces","author":"Gu","year":"2022"},{"key":"10.1016\/j.eswa.2026.133422_bib0024","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.126717","article-title":"Lightweight structure-guided network with hydra interaction attention and global\u2013local gating mechanism for high-resolution image inpainting","volume":"272","author":"Gui","year":"2025","journal-title":"Expert Systems with Applications"},{"key":"10.1016\/j.eswa.2026.133422_bib0025","unstructured":"He, S., Lin, G., Li, T., & Chen, Y. (2025). Frequency-domain fusion transformer for image inpainting. 10.48550\/arXiv.2506.18437."},{"key":"10.1016\/j.eswa.2026.133422_bib0026","first-page":"738","article-title":"WaveSamba: A wavelet transform SSM zero-shot depth estimation decoder","author":"Hou","year":"2024","journal-title":"2024 International Conference on Digital Image Computing: Techniques and Applications (DICTA), IEEE"},{"key":"10.1016\/j.eswa.2026.133422_bib0027","doi-asserted-by":"crossref","DOI":"10.1016\/j.sigpro.2025.110096","article-title":"Texture and geometric feature-fusion-based network for dunhuang mural inpainting","volume":"238","author":"Hou","year":"2026","journal-title":"Signal Processing"},{"key":"10.1016\/j.eswa.2026.133422_bib0028","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2023.109897","article-title":"Sparse self-attention transformer for image inpainting","volume":"145","author":"Huang","year":"2024","journal-title":"Pattern Recognition"},{"key":"10.1016\/j.eswa.2026.133422_bib0029","series-title":"Proceedings of the IEEE\/CVF winter conference on applications of computer vision","first-page":"208","article-title":"Keys to better image inpainting: Structure and texture go hand in hand","author":"Jain","year":"2023"},{"key":"10.1016\/j.eswa.2026.133422_bib0030","series-title":"Chinese conference on pattern recognition and computer vision (PRCV)","first-page":"370","article-title":"InpaintingMamba: A state space model for image inpainting","author":"Jiang","year":"2025"},{"issue":"1","key":"10.1016\/j.eswa.2026.133422_bib0031","first-page":"35","article-title":"Removing text and inpainting irregular regions in digital images within spatial and frequency domains","volume":"43","author":"Kareem","year":"2025","journal-title":"Basrah Journal of Science"},{"key":"10.1016\/j.eswa.2026.133422_bib0032","series-title":"Proceedings of the international conference on learning representations (ICLR)","article-title":"Progressive growing of GANs for improved quality, stability, and variation","author":"Karras","year":"2018"},{"issue":"4","key":"10.1016\/j.eswa.2026.133422_bib0033","first-page":"1","article-title":"Texture and structure-guided dual-attention mechanism for image inpainting","volume":"21","author":"Li","year":"2025","journal-title":"ACM Transactions on Multimedia Computing, Communications and Applications"},{"key":"10.1016\/j.eswa.2026.133422_bib0034","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"10758","article-title":"MAT: Mask-aware transformer for large hole image inpainting","author":"Li","year":"2022"},{"key":"10.1016\/j.eswa.2026.133422_bib0035","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"1869","article-title":"MISF: Multi-level interactive siamese filtering for high-fidelity image inpainting","author":"Li","year":"2022"},{"key":"10.1016\/j.eswa.2026.133422_bib0036","series-title":"2023 IEEE International conference on image processing (ICIP)","first-page":"1180","article-title":"Optimizing transformer for large-hole image inpainting","author":"Li","year":"2023"},{"key":"10.1016\/j.eswa.2026.133422_bib0037","doi-asserted-by":"crossref","DOI":"10.1016\/j.sigpro.2024.109672","article-title":"Image inpainting by bidirectional information flow on texture and structure","volume":"226","author":"Lian","year":"2025","journal-title":"Signal Processing"},{"key":"10.1016\/j.eswa.2026.133422_bib0038","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"6539","article-title":"Image inpainting guided by coherence priors of semantics and textures","author":"Liao","year":"2021"},{"key":"10.1016\/j.eswa.2026.133422_bib0039","series-title":"IGARSS 2018\u20132018 IEEE International geoscience and remote sensing symposium","first-page":"4985","article-title":"Dense-Add Net: An novel convolutional neural network for remote sensing image inpainting","author":"Lin","year":"2018"},{"key":"10.1016\/j.eswa.2026.133422_bib0040","series-title":"Proceedings of the European conference on computer vision (ECCV)","first-page":"85","article-title":"Image inpainting for irregular holes using partial convolutions","author":"Liu","year":"2018"},{"key":"10.1016\/j.eswa.2026.133422_bib0041","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"1746","article-title":"CoordFill: Efficient high-resolution image inpainting via parameterized coordinate querying","volume":"vol. 37","author":"Liu","year":"2023"},{"key":"10.1016\/j.eswa.2026.133422_bib0042","series-title":"2021 IEEE 5th advanced information technology, electronic and automation control conference (IAEAC)","first-page":"2581","article-title":"Face image inpainting network based on dense multi-scale fusion of local binary patterns","author":"Liu","year":"2021"},{"key":"10.1016\/j.eswa.2026.133422_bib0043","series-title":"Advances in neural information processing systems","first-page":"103031","article-title":"VMamba: Visual state space model","volume":"vol. 37","author":"Liu","year":"2024"},{"key":"10.1016\/j.eswa.2026.133422_bib0044","first-page":"3730","article-title":"Deep learning face attributes in the wild","author":"Liu","year":"2015","journal-title":"Proceedings of the IEEE International Conference on Computer Vision"},{"key":"10.1016\/j.eswa.2026.133422_bib0045","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision workshops","article-title":"EdgeConnect: Structure guided image inpainting using edge prediction","author":"Nazeri","year":"2019"},{"key":"10.1016\/j.eswa.2026.133422_bib0046","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"2536","article-title":"Context encoders: Feature learning by inpainting","author":"Pathak","year":"2016"},{"issue":"7","key":"10.1016\/j.eswa.2026.133422_bib0047","doi-asserted-by":"crossref","first-page":"2367","DOI":"10.1007\/s11263-023-01977-6","article-title":"Deep learning-based image and video inpainting: A survey","volume":"132","author":"Quan","year":"2024","journal-title":"International Journal of Computer Vision"},{"key":"10.1016\/j.eswa.2026.133422_bib0048","doi-asserted-by":"crossref","first-page":"2405","DOI":"10.1109\/TIP.2022.3152624","article-title":"Image inpainting with local and global refinement","volume":"31","author":"Quan","year":"2022","journal-title":"IEEE Transactions on Image Processing"},{"key":"10.1016\/j.eswa.2026.133422_bib0049","doi-asserted-by":"crossref","DOI":"10.1016\/j.displa.2025.103100","article-title":"WaveletMamba: Wavelet-based state space model for low light image enhancement","volume":"90","author":"Shang","year":"2025","journal-title":"Displays"},{"issue":"2","key":"10.1016\/j.eswa.2026.133422_bib0050","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1007\/s00530-025-02172-y","article-title":"Dual-domain perception and cross-domain collaboration guidance network for image inpainting","volume":"32","author":"Shen","year":"2026","journal-title":"Multimedia Systems"},{"key":"10.1016\/j.eswa.2026.133422_bib0051","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"1874","article-title":"Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network","author":"Shi","year":"2016"},{"issue":"8","key":"10.1016\/j.eswa.2026.133422_bib0052","doi-asserted-by":"crossref","first-page":"3802","DOI":"10.1007\/s00034-019-01029-w","article-title":"Image inpainting based on fractional-order nonlinear diffusion for image reconstruction","volume":"38","author":"Sridevi","year":"2019","journal-title":"Circuits, Systems, and Signal Processing"},{"key":"10.1016\/j.eswa.2026.133422_bib0053","article-title":"Hierarchical sequential context modelling for high-fidelity image inpainting","author":"Sun","year":"2025","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"10.1016\/j.eswa.2026.133422_bib0054","series-title":"Proceedings of the IEEE\/CVF winter conference on applications of computer vision","first-page":"3172","article-title":"Resolution-robust large mask inpainting with fourier convolutions","author":"Suvorov","year":"2022"},{"issue":"1","key":"10.1016\/j.eswa.2026.133422_bib0055","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1080\/10867651.2004.10487596","article-title":"An image inpainting technique based on the fast marching method","volume":"9","author":"Telea","year":"2004","journal-title":"Journal of Graphics Tools"},{"key":"10.1016\/j.eswa.2026.133422_bib0056","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"4692","article-title":"High-fidelity pluralistic image completion with transformers","author":"Wan","year":"2021"},{"key":"10.1016\/j.eswa.2026.133422_bib0057","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2024.111382","article-title":"Generating high-quality texture via panoramic feature aggregation for large mask inpainting","volume":"286","author":"Wang","year":"2024","journal-title":"Knowledge-Based Systems"},{"issue":"2","key":"10.1016\/j.eswa.2026.133422_bib0058","first-page":"442","article-title":"Large-region image inpainting using adaptive fourier neural network and space-frequency domain structural analysis","volume":"49","author":"Wang","year":"2025","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"key":"10.1016\/j.eswa.2026.133422_bib0059","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2022.109046","article-title":"Deep learning for image inpainting: A survey","volume":"134","author":"Xiang","year":"2023","journal-title":"Pattern Recognition"},{"key":"10.1016\/j.eswa.2026.133422_bib0060","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"8858","article-title":"Image inpainting with learnable bidirectional attention maps","author":"Xie","year":"2019"},{"key":"10.1016\/j.eswa.2026.133422_bib0061","series-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","first-page":"5840","article-title":"Foreground-aware image inpainting","author":"Xiong","year":"2019"},{"issue":"1","key":"10.1016\/j.eswa.2026.133422_bib0062","doi-asserted-by":"crossref","first-page":"955","DOI":"10.1038\/s41597-024-03785-0","article-title":"A comprehensive dataset for digital restoration of dunhuang murals","volume":"11","author":"Xu","year":"2024","journal-title":"Scientific Data"},{"key":"10.1016\/j.eswa.2026.133422_bib0063","series-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","first-page":"5505","article-title":"Generative image inpainting with contextual attention","author":"Yu","year":"2018"},{"key":"10.1016\/j.eswa.2026.133422_bib0064","series-title":"Proceedings of the IEEE\/CVF international conference on computer vision","first-page":"4471","article-title":"Free-form image inpainting with gated convolution","author":"Yu","year":"2019"},{"key":"10.1016\/j.eswa.2026.133422_bib0065","series-title":"Proceedings of the AAAI conference on artificial intelligence","first-page":"12733","article-title":"Region normalization for image inpainting","volume":"vol. 34","author":"Yu","year":"2020"},{"key":"10.1016\/j.eswa.2026.133422_bib0066","series-title":"Proceedings of the 29th ACM international conference on multimedia","first-page":"69","article-title":"Diverse image inpainting with bidirectional and autoregressive transformers","author":"Yu","year":"2021"},{"key":"10.1016\/j.eswa.2026.133422_bib0067","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2021.108036","article-title":"Feature learning and patch matching for diverse image inpainting","volume":"119","author":"Zeng","year":"2021","journal-title":"Pattern Recognition"},{"key":"10.1016\/j.eswa.2026.133422_bib0068","first-page":"20868","article-title":"Wave-mambaAD: Wavelet-driven state space model for multi-class unsupervised anomaly detection","author":"Zhang","year":"2025","journal-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision"},{"key":"10.1016\/j.eswa.2026.133422_bib0069","first-page":"1","article-title":"Exploring state space model in wavelet domain: An infrared and visible image fusion network via wavelet transform and state space model","author":"Zhang","year":"2025","journal-title":"2025 IEEE International Conference on Multimedia and Expo (ICME), IEEE"},{"key":"10.1016\/j.eswa.2026.133422_bib0070","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2025.130414","article-title":"SqSFill: Joint spatial and spectral learning for high-fidelity image inpainting","volume":"645","author":"Zhang","year":"2025","journal-title":"Neurocomputing"},{"key":"10.1016\/j.eswa.2026.133422_bib0071","doi-asserted-by":"crossref","DOI":"10.1016\/j.displa.2024.102945","article-title":"An image inpainting model based on channel attention gated convolution and multi-level attention mechanism","volume":"87","author":"Zhao","year":"2025","journal-title":"Displays"},{"issue":"6","key":"10.1016\/j.eswa.2026.133422_bib0072","doi-asserted-by":"crossref","first-page":"1452","DOI":"10.1109\/TPAMI.2017.2723009","article-title":"Places: A 10 million image database for scene recognition","volume":"40","author":"Zhou","year":"2017","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"10.1016\/j.eswa.2026.133422_bib0073","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2024.128751","article-title":"Mamba-in-mamba: Centralized mamba-cross-scan in tokenized mamba model for hyperspectral image classification","volume":"613","author":"Zhou","year":"2025","journal-title":"Neurocomputing"},{"key":"10.1016\/j.eswa.2026.133422_bib0074","series-title":"Proceedings of the 41st international conference on machine learning (ICML)","first-page":"62429","article-title":"Vision mamba: Efficient visual representation learning with bidirectional state space model","author":"Zhu","year":"2024"}],"container-title":["Expert Systems with Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426023316?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426023316?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T03:51:56Z","timestamp":1783223516000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0957417426023316"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2027,1]]},"references-count":74,"alternative-id":["S0957417426023316"],"URL":"https:\/\/doi.org\/10.1016\/j.eswa.2026.133422","relation":{},"ISSN":["0957-4174"],"issn-type":[{"value":"0957-4174","type":"print"}],"subject":[],"published":{"date-parts":[[2027,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Wavelet-enhanced Mamba with multi-domain feature learning for image inpainting","name":"articletitle","label":"Article Title"},{"value":"Expert Systems with Applications","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.eswa.2026.133422","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":"133422"}}