{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T07:33:40Z","timestamp":1774942420253,"version":"3.50.1"},"reference-count":74,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Appl Intell"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1007\/s10489-026-07119-y","type":"journal-article","created":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T11:28:54Z","timestamp":1770290934000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Multiscale contrast-limited image enhancement for palmprint recognition with VisionInceptNet"],"prefix":"10.1007","volume":"56","author":[{"given":"Rinkal","family":"Jain","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chintan","family":"Bhatt","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shakti","family":"Mishra","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9709-1663","authenticated-orcid":false,"given":"Thanh Thi","family":"Nguyen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,2,5]]},"reference":[{"issue":"6","key":"7119_CR1","doi-asserted-by":"publisher","first-page":"3576","DOI":"10.1007\/s00034-024-02600-w","volume":"43","author":"A AbdAlrhman","year":"2024","unstructured":"AbdAlrhman A, Ismail SM, Said LA et al (2024) Optimization of double fractional-order image enhancement system. Circuits Systems Signal Process 43(6):3576\u20133595","journal-title":"Circuits Systems Signal Process"},{"key":"7119_CR2","doi-asserted-by":"crossref","unstructured":"Albu F, Vertan C, Florea C, et\u00a0al (2009) One scan shadow compensation and visual enhancement of color images. In: 2009 16th IEEE International Conference on Image Processing (ICIP), IEEE, pp 3133\u20133136","DOI":"10.1109\/ICIP.2009.5414437"},{"issue":"4","key":"7119_CR3","doi-asserted-by":"publisher","first-page":"11669","DOI":"10.1007\/s11042-023-17853-x","volume":"83","author":"R Aliradi","year":"2024","unstructured":"Aliradi R, Ouamane A (2024) A novel descriptor (LGBQ) based on Gabor filters. Multimedia Tools and Applications 83(4):11669\u201311686","journal-title":"Multimedia Tools and Applications"},{"issue":"1","key":"7119_CR4","doi-asserted-by":"publisher","first-page":"153","DOI":"10.3390\/app14010153","volume":"14","author":"N Amrouni","year":"2023","unstructured":"Amrouni N, Benzaoui A, Zeroual A (2023) Palmprint recognition: Extensive exploration of databases, methodologies, comparative assessment, and future directions. Appl Sci 14(1):153","journal-title":"Appl Sci"},{"key":"7119_CR5","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.103000","volume":"91","author":"R Azad","year":"2024","unstructured":"Azad R, Kazerouni A, Heidari M et al (2024) Advances in medical image analysis with vision transformers: a comprehensive review. Med Image Anal 91:103000","journal-title":"Med Image Anal"},{"key":"7119_CR6","doi-asserted-by":"crossref","unstructured":"Bhandary A, Bhatt C, Jain R (2024) An interpretable palmprint recognition approach using a CNN and explainable-AI frameworks. In: 2024 International Conference on Artificial Intelligence and Emerging Technology (Global AI Summit), IEEE, pp 329\u2013334","DOI":"10.1109\/GlobalAISummit62156.2024.10947987"},{"issue":"3","key":"7119_CR7","doi-asserted-by":"publisher","first-page":"3435","DOI":"10.1007\/s13369-023-07986-4","volume":"49","author":"N Bibi","year":"2024","unstructured":"Bibi N, Dawood H (2024) SEBR: Scharr Edge-based regularization method for blind image deblurring. Arab J Sci Eng 49(3):3435\u20133451","journal-title":"Arab J Sci Eng"},{"key":"7119_CR8","first-page":"1","volume":"62","author":"CI Chang","year":"2024","unstructured":"Chang CI, Liang CC, Hu PF (2024) Iterative Gaussian-Laplacian pyramid network for hyperspectral image classification. IEEE Trans Geosci Remote Sens 62:1\u201322","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"7119_CR9","doi-asserted-by":"publisher","unstructured":"Charfi N, Trichili H, Solaiman B, et\u00a0al (2021) Rest database. https:\/\/doi.org\/10.21227\/7gf6-v687","DOI":"10.21227\/7gf6-v687"},{"issue":"4","key":"7119_CR10","doi-asserted-by":"publisher","first-page":"834","DOI":"10.1109\/TPAMI.2017.2699184","volume":"40","author":"LC Chen","year":"2018","unstructured":"Chen LC, Papandreou G, Kokkinos I et al (2018) DeepLab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected CRFs. IEEE Trans Pattern Anal Mach Intell 40(4):834\u2013848","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"3","key":"7119_CR11","doi-asserted-by":"publisher","first-page":"501","DOI":"10.3390\/electronics13030501","volume":"13","author":"N Devkota","year":"2024","unstructured":"Devkota N, Kim BW (2024) Finger vein recognition using DenseNet with a channel attention mechanism and hybrid pooling. Electronics 13(3):501","journal-title":"Electronics"},{"key":"7119_CR12","unstructured":"Didwania K, Gakhar I, Arya P, et\u00a0al (2025) Laploss: Laplacian pyramid-based multiscale loss for image translation. arXiv preprint arXiv:2503.05974"},{"issue":"12","key":"7119_CR13","doi-asserted-by":"publisher","first-page":"6221","DOI":"10.1007\/s00371-022-02723-8","volume":"39","author":"RM Dyke","year":"2023","unstructured":"Dyke RM, Hormann K (2023) Histogram equalization using a selective filter. Vis Comput 39(12):6221\u20136235","journal-title":"Vis Comput"},{"key":"7119_CR14","doi-asserted-by":"crossref","unstructured":"Elbendary TA, Moustafa HED, Elsaid SA (2024) Palmprint authentication techniques: A comparative study. In: 2024 International Telecommunications Conference (ITC-Egypt), IEEE, pp 386\u2013393","DOI":"10.1109\/ITC-Egypt61547.2024.10620503"},{"issue":"7","key":"7119_CR15","doi-asserted-by":"publisher","first-page":"4471","DOI":"10.1109\/TSMC.2024.3382877","volume":"54","author":"D Fan","year":"2024","unstructured":"Fan D, Liang X, Jia W et al (2024) A novel hybrid fusion combining palmprint and palm vein for large-scale palm-based recognition. IEEE Transactions on Systems Man and Cybernetics Systems 54(7):4471\u20134484","journal-title":"IEEE Transactions on Systems Man and Cybernetics Systems"},{"issue":"5","key":"7119_CR16","doi-asserted-by":"publisher","first-page":"4661","DOI":"10.1007\/s11760-024-03104-5","volume":"18","author":"R Fan","year":"2024","unstructured":"Fan R, Han X (2024) Deep palmprint recognition algorithm based on self-supervised learning and uncertainty loss. SIViP 18(5):4661\u20134673","journal-title":"SIViP"},{"key":"7119_CR17","doi-asserted-by":"crossref","unstructured":"Feng Y, Hou S, Lin H, et\u00a0al (2024) Difflight: Integrating content and detail for low-light image enhancement. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp 6143\u20136152","DOI":"10.1109\/CVPRW63382.2024.00619"},{"key":"7119_CR18","doi-asserted-by":"crossref","unstructured":"Grosz SA, Jain AK (2024) GenPalm: Contactless palmprint generation with diffusion models. arXiv preprint arXiv:2406.00287","DOI":"10.1109\/IJCB62174.2024.10744493"},{"key":"7119_CR19","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1109\/TIP.2020.3036745","volume":"30","author":"C Gu","year":"2020","unstructured":"Gu C, Lu X, He Y et al (2020) Blur removal via blurred-noisy image pair. IEEE Trans Image Process 30:345\u2013359","journal-title":"IEEE Trans Image Process"},{"key":"7119_CR20","doi-asserted-by":"crossref","unstructured":"Hanif MA, Zim MKI, Kaur H (2024) ResNet vs Inception-v3 vs SVM: A comparative study of deep learning models for image classification of plant disease detection. In: 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI), IEEE, pp 1\u20136","DOI":"10.1109\/IATMSI60426.2024.10502832"},{"issue":"3","key":"7119_CR21","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1007\/s11554-024-01465-1","volume":"21","author":"P H\u00e4rtinger","year":"2024","unstructured":"H\u00e4rtinger P, Steger C (2024) Adaptive histogram equalization in constant time. J Real-Time Image Proc 21(3):93","journal-title":"J Real-Time Image Proc"},{"key":"7119_CR22","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/j.procs.2022.12.111","volume":"216","author":"M Hayati","year":"2023","unstructured":"Hayati M, Muchtar K, Maulina N et al (2023) Impact of CLAHE-based image enhancement for diabetic retinopathy classification through deep learning. Procedia Computer Science 216:57\u201366","journal-title":"Procedia Computer Science"},{"key":"7119_CR23","doi-asserted-by":"crossref","unstructured":"He T, Liang Y (2023) Retinex-based illumination feature fusion network for low-light image enhancement. In: Proceedings of the 4th International Conference on Artificial Intelligence and Computer Engineering, pp 312\u2013317","DOI":"10.1145\/3652628.3652680"},{"key":"7119_CR24","doi-asserted-by":"crossref","unstructured":"Jain R, Bhatt C, Mishra S (2025) Segcsa-x: A robust segmentation model for palmprint images under illuminated challenges. In: International Conference on Computer Vision and Robotics, Springer, pp 431\u2013442","DOI":"10.1007\/978-3-032-06253-6_34"},{"key":"7119_CR25","doi-asserted-by":"crossref","unstructured":"Jie S, Deng ZH, Chen S, et\u00a0al (2024) Convolutional bypasses are better vision transformer adapters. In: ECAI 2024. IOS Press, p 202\u2013209","DOI":"10.3233\/FAIA240489"},{"issue":"1","key":"7119_CR26","doi-asserted-by":"publisher","first-page":"9935","DOI":"10.1038\/s41467-024-53993-w","volume":"15","author":"H Kabir","year":"2024","unstructured":"Kabir H, Wu J, Dahal S et al (2024) Automated estimation of cementitious sorptivity via computer vision. Nat Commun 15(1):9935","journal-title":"Nat Commun"},{"issue":"4","key":"7119_CR27","doi-asserted-by":"publisher","first-page":"10587","DOI":"10.1007\/s11042-023-15865-1","volume":"83","author":"B Karsh","year":"2024","unstructured":"Karsh B, Laskar RH, Karsh RK (2024) mIV3Net: modified inception V3 network for hand gesture recognition. Multimedia Tools and Applications 83(4):10587\u201310613","journal-title":"Multimedia Tools and Applications"},{"key":"7119_CR28","doi-asserted-by":"crossref","unstructured":"Kumar A (2008) Incorporating cohort information for reliable palmprint authentication. In: 2008 Sixth Indian conference on computer vision, graphics & image processing, IEEE, pp 583\u2013590","DOI":"10.1109\/ICVGIP.2008.73"},{"issue":"5","key":"7119_CR29","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/s42979-024-02866-6","volume":"5","author":"PR Kumar","year":"2024","unstructured":"Kumar PR, Prabhakar M (2024) An integrated approach for lossless image compression using CLAHE, two-channel encoding and adaptive arithmetic coding. SN Computer Science 5(5):523","journal-title":"SN Computer Science"},{"key":"7119_CR30","first-page":"40963","volume":"36","author":"A Li","year":"2023","unstructured":"Li A, Qiu C, Kloft M et al (2023) Zero-shot anomaly detection via batch normalization. Adv Neural Inf Process Syst 36:40963\u201340993","journal-title":"Adv Neural Inf Process Syst"},{"issue":"10","key":"7119_CR31","doi-asserted-by":"publisher","first-page":"7293","DOI":"10.1007\/s00371-024-03378-3","volume":"40","author":"F Liao","year":"2024","unstructured":"Liao F, Wu T, Gao F et al (2024) Translational calibration in region-of-interest localization for palmprint recognition. Vis Comput 40(10):7293\u20137305","journal-title":"Vis Comput"},{"key":"7119_CR32","doi-asserted-by":"crossref","unstructured":"Liu H, Yan B, Lv M, et\u00a0al (2018) Adaptive CLAHE image enhancement using imaging environment self-perception. In: Man\u2013Machine\u2013Environment System Engineering: Proceedings of the 17th International Conference on MMESE 17, Springer, pp 343\u2013350","DOI":"10.1007\/978-981-10-6232-2_40"},{"key":"7119_CR33","doi-asserted-by":"publisher","DOI":"10.1016\/j.rsase.2024.101189","volume":"34","author":"A Masurkar","year":"2024","unstructured":"Masurkar A, Daruwala R, Mohite A (2024) Performance analysis of SAR filtering techniques using SVM and Wishart classifier. Remote Sensing Applications Society and Environment 34:101189","journal-title":"Remote Sensing Applications Society and Environment"},{"key":"7119_CR34","doi-asserted-by":"publisher","first-page":"1601","DOI":"10.1109\/TIFS.2019.2945183","volume":"15","author":"WM Matkowski","year":"2019","unstructured":"Matkowski WM, Chai T, Kong AWK (2019) Palmprint recognition in uncontrolled and uncooperative environment. IEEE Trans Inf Forensics Secur 15:1601\u20131615","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"7119_CR35","doi-asserted-by":"crossref","unstructured":"Mohamed S, Elboshy MB, Khater HA, et\u00a0al (2024) Advancing cardiac image processing: An innovative model utilizing canny edge detection for enhanced diagnostics. In: 2024 41st National Radio Science Conference (NRSC), IEEE, pp 278\u2013285","DOI":"10.1109\/NRSC61581.2024.10510522"},{"issue":"1","key":"7119_CR36","doi-asserted-by":"publisher","DOI":"10.1063\/5.0186146","volume":"2816","author":"N Mohana Krishna","year":"2024","unstructured":"Mohana Krishna N, Puviarasi R (2024) Convolutional neural network based ResNet50 for finding accuracy in prediction of lung cancer using CT images and compared with CNN based Inception V3. AIP Conf Proc 2816(1):200002","journal-title":"AIP Conf Proc"},{"key":"7119_CR37","doi-asserted-by":"publisher","DOI":"10.1016\/j.postharvbio.2020.111204","volume":"166","author":"M Momeny","year":"2020","unstructured":"Momeny M, Jahanbakhshi A, Jafarnezhad K et al (2020) Accurate classification of cherry fruit using deep cnn based on hybrid pooling approach. Postharvest Biol Technol 166:111204","journal-title":"Postharvest Biol Technol"},{"issue":"3","key":"7119_CR38","first-page":"943","volume":"4","author":"P Mudjirahardjo","year":"2024","unstructured":"Mudjirahardjo P (2024) The effect of grayscale, CLAHE image and filter images in convolution process. International Journal of Advanced Multidisciplinary Research and Studies (IJAMRS) 4(3):943\u2013946","journal-title":"International Journal of Advanced Multidisciplinary Research and Studies (IJAMRS)"},{"key":"7119_CR39","first-page":"69228","volume":"36","author":"M Mueller","year":"2023","unstructured":"Mueller M, Vlaar T, Rolnick D et al (2023) Normalization layers are all that sharpness-aware minimization needs. Adv Neural Inf Process Syst 36:69228\u201369252","journal-title":"Adv Neural Inf Process Syst"},{"key":"7119_CR40","doi-asserted-by":"crossref","unstructured":"Musa P, Al\u00a0Rafi F, Lamsani M (2018) A review: Contrast-limited adaptive histogram equalization (CLAHE) methods to help the application of face recognition. In: 2018 Third International Conference on Informatics and Computing (ICIC), IEEE, pp 1\u20136","DOI":"10.1109\/IAC.2018.8780492"},{"issue":"02","key":"7119_CR41","first-page":"205","volume":"6","author":"A Naeem","year":"2024","unstructured":"Naeem A, Anees T (2024) A multiclassification framework for skin cancer detection by the concatenation of Xception and ResNet101. Journal of Computing & Biomedical Informatics 6(02):205\u2013227","journal-title":"Journal of Computing & Biomedical Informatics"},{"key":"7119_CR42","doi-asserted-by":"crossref","unstructured":"Nguyen TT, Wilson C, Dalins J (2024) Adaptive knowledge distillation for classification of hand images using explainable vision transformers. In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Springer, pp 235\u2013252","DOI":"10.1007\/978-3-031-70371-3_14"},{"key":"7119_CR43","doi-asserted-by":"publisher","first-page":"18488","DOI":"10.1109\/ACCESS.2024.3358209","volume":"12","author":"R Nour","year":"2024","unstructured":"Nour R, Moustafa HED, Abdelhay EH et al (2024) Improved unsupervised deep Boltzmann learning approach for accurate hand vein recognition. IEEE Access 12:18488\u201318507","journal-title":"IEEE Access"},{"key":"7119_CR44","doi-asserted-by":"crossref","unstructured":"Omar SS, Ahmed WS, Ismail MN, et\u00a0al (2024) In-depth examination of a fingerprint recognition system using the Gabor filter. In: 2024 35th Conference of Open Innovations Association (FRUCT), IEEE, pp 532\u2013543","DOI":"10.23919\/FRUCT61870.2024.10516364"},{"key":"7119_CR45","doi-asserted-by":"crossref","unstructured":"Patel S, Goswami M (2014) Comparative analysis of histogram equalization techniques. In: 2014 International Conference on Contemporary Computing and Informatics (IC3I), IEEE, pp 167\u2013168","DOI":"10.1109\/IC3I.2014.7019808"},{"key":"7119_CR46","first-page":"9211","volume":"1533","author":"SB Patil","year":"2020","unstructured":"Patil SB, Patil B (2020) Retinal fundus image enhancement using adaptive CLAHE methods. Journal of Seybold Report 1533:9211","journal-title":"Journal of Seybold Report"},{"key":"7119_CR47","unstructured":"Perera K, Khelifi F, Belatreche A (2025) Ilacs-lgot: A multi-layer contrast enhancement approach for palm-vein images. arXiv preprint arXiv:2502.19456"},{"issue":"8","key":"7119_CR48","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1080\/09507116.2024.2378818","volume":"38","author":"W Qian","year":"2024","unstructured":"Qian W (2024) Edge detection in X-ray images of drill mast welds based on an improved Scharr operator. Weld Int 38(8):574\u2013581","journal-title":"Weld Int"},{"issue":"1","key":"7119_CR49","doi-asserted-by":"publisher","first-page":"514","DOI":"10.1038\/s41598-024-51184-7","volume":"14","author":"AU Rahman","year":"2024","unstructured":"Rahman AU, Alsenani Y, Zafar A et al (2024) Enhancing heart disease prediction using a self-attention-based transformer model. Sci Rep 14(1):514","journal-title":"Sci Rep"},{"issue":"20","key":"7119_CR50","doi-asserted-by":"publisher","first-page":"12029","DOI":"10.1007\/s00521-024-09739-2","volume":"36","author":"BA Rivera-Aguilar","year":"2024","unstructured":"Rivera-Aguilar BA, Cuevas E, P\u00e9rez M et al (2024) A new histogram equalization technique for contrast enhancement of grayscale images using the differential evolution algorithm. Neural Comput Appl 36(20):12029\u201312045","journal-title":"Neural Comput Appl"},{"issue":"5","key":"7119_CR51","doi-asserted-by":"publisher","first-page":"14363","DOI":"10.1007\/s11042-023-15799-8","volume":"83","author":"S Roy","year":"2024","unstructured":"Roy S, Bhalla K, Patel R (2024) Mathematical analysis of histogram equalization techniques for medical image enhancement: a tutorial from the perspective of data loss. Multimedia Tools and Applications 83(5):14363\u201314392","journal-title":"Multimedia Tools and Applications"},{"key":"7119_CR52","doi-asserted-by":"crossref","unstructured":"Setiawan AW, Mengko TR, Santoso OS, et\u00a0al (2013) Color retinal image enhancement using CLAHE. In: International Conference on ICT for Smart Society, IEEE, pp 1\u20133","DOI":"10.1109\/ICTSS.2013.6588092"},{"key":"7119_CR53","doi-asserted-by":"crossref","unstructured":"Sharma R, Kamra A (2023) A review on CLAHE based enhancement techniques. In: 2023 6th International Conference on Contemporary Computing and Informatics (IC3I), IEEE, pp 321\u2013325","DOI":"10.1109\/IC3I59117.2023.10397722"},{"issue":"3","key":"7119_CR54","doi-asserted-by":"publisher","DOI":"10.1002\/ima.23078","volume":"34","author":"AH Sheer","year":"2024","unstructured":"Sheer AH, Kareem HH, Daway HG (2024) Lung computed tomography image enhancement using U-Net segmentation. Int J Imaging Syst Technol 34(3):e23078","journal-title":"Int J Imaging Syst Technol"},{"key":"7119_CR55","unstructured":"Shi Y, Sun M, Wang Y, et\u00a0al (2024) FViT: A focal vision transformer with Gabor filter. arXiv preprint arXiv:2402.11303"},{"key":"7119_CR56","doi-asserted-by":"crossref","unstructured":"Shriwas R, Bodkhe Y, Mane A, et\u00a0al (2024) Overview of Canny edge detection and Hough transform for lane detection. In: 2024 OPJU International Technology Conference (OTCON) on Smart Computing for Innovation and Advancement in Industry 4.0, IEEE, pp 1\u20135","DOI":"10.1109\/OTCON60325.2024.10688024"},{"key":"7119_CR57","doi-asserted-by":"crossref","unstructured":"Somal S (2020) Image enhancement using local and global histogram equalization technique and their comparison. In: First International Conference on Sustainable Technologies for Computational Intelligence: Proceedings of ICTSCI 2019, Springer, pp 739\u2013753","DOI":"10.1007\/978-981-15-0029-9_58"},{"issue":"1","key":"7119_CR58","doi-asserted-by":"publisher","first-page":"4294","DOI":"10.1038\/s41467-020-18147-8","volume":"11","author":"Z Song","year":"2020","unstructured":"Song Z, Zou S, Zhou W et al (2020) Clinically applicable histopathological diagnosis system for gastric cancer detection using deep learning. Nat Commun 11(1):4294","journal-title":"Nat Commun"},{"key":"7119_CR59","unstructured":"Sun Z (2005) CASIA palmprint dataset. http:\/\/biometrics.idealtest.org\/"},{"key":"7119_CR60","doi-asserted-by":"publisher","DOI":"10.1016\/j.rsase.2024.101293","volume":"36","author":"S Suresh","year":"2024","unstructured":"Suresh S, Asha C, Dell\u2019 Acqua F et al (2024) RDC-UNet++: An end-to-end network for multispectral satellite image enhancement. Remote Sensing Applications Society and Environment 36:101293","journal-title":"Remote Sensing Applications Society and Environment"},{"key":"7119_CR61","unstructured":"Tan M, Le Q (2019) EfficientNet: Rethinking model scaling for convolutional neural networks. In: International Conference on Machine Learning, PMLR, pp 6105\u20136114"},{"issue":"14","key":"7119_CR62","doi-asserted-by":"publisher","first-page":"21879","DOI":"10.1109\/JSEN.2023.3296167","volume":"24","author":"G Tang","year":"2023","unstructured":"Tang G, Ni J, Chen Y et al (2023) An improved cyclegan-based model for low-light image enhancement. IEEE Sens J 24(14):21879\u201321892","journal-title":"IEEE Sens J"},{"key":"7119_CR63","doi-asserted-by":"crossref","unstructured":"Tang S, Li C (2020) Low illumination image enhancement based on image fusion. In: Proceedings of the 6th International Conference on Robotics and Artificial Intelligence, pp 74\u201378","DOI":"10.1145\/3449301.3449315"},{"key":"7119_CR64","unstructured":"Tarawneh AS, Chetverikov D, Hassanat AB (2018) Pilot comparative study of different deep features for palmprint identification in low-quality images. arXiv preprint arXiv:1804.04602"},{"key":"7119_CR65","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2024.106001","volume":"91","author":"T Usuzaki","year":"2024","unstructured":"Usuzaki T, Takahashi K, Inamori R et al (2024) Grading diffuse glioma based on 2021 WHO grade using self-attention-base deep learning architecture: variable vision transformer (vViT). Biomed Signal Process Control 91:106001","journal-title":"Biomed Signal Process Control"},{"key":"7119_CR66","doi-asserted-by":"publisher","DOI":"10.1007\/s12596-025-02610-0","author":"M Veluchamy","year":"2025","unstructured":"Veluchamy M, Subramani B (2025) Detail preserving noise aware Retinex model for low light image enhancement. J Opt. https:\/\/doi.org\/10.1007\/s12596-025-02610-0","journal-title":"J Opt"},{"issue":"3","key":"7119_CR67","doi-asserted-by":"publisher","first-page":"11","DOI":"10.5120\/ijais2016451586","volume":"11","author":"N Venkateswaran","year":"2016","unstructured":"Venkateswaran N, Saranraj S, Sudharsan S (2016) Illumination invariant feature extraction for multispectral palmprint verification. International Journal of Applied Information Systems 11(3):11\u201320","journal-title":"International Journal of Applied Information Systems"},{"key":"7119_CR68","doi-asserted-by":"crossref","unstructured":"Wang P, Wang Z, Lv D, et\u00a0al (2020) Low illumination color image enhancement based on improved Retinex theory. In: Proceedings of the 2020 4th International Conference on Electronic Information Technology and Computer Engineering, pp 334\u2013339","DOI":"10.1145\/3443467.3443777"},{"key":"7119_CR69","doi-asserted-by":"crossref","unstructured":"Wang R, Huang L, Madden K, et\u00a0al (2024) Enhancing qr code system security by verifying the scanner\u2019s gripping hand biometric. In: Proceedings of the 17th ACM Conference on Security and Privacy in Wireless and Mobile Networks, pp 42\u201353","DOI":"10.1145\/3643833.3656128"},{"issue":"2","key":"7119_CR70","doi-asserted-by":"publisher","first-page":"1725","DOI":"10.1007\/s11760-023-02881-9","volume":"18","author":"W Wang","year":"2024","unstructured":"Wang W, Yang Y (2024) A histogram equalization model for color image contrast enhancement. SIViP 18(2):1725\u20131732","journal-title":"SIViP"},{"key":"7119_CR71","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2023.117016","volume":"118","author":"W Wang","year":"2023","unstructured":"Wang W, Yan D, Wu X et al (2023) Low-light image enhancement based on virtual exposure. Signal Processing Image Communication 118:117016","journal-title":"Signal Processing Image Communication"},{"key":"7119_CR72","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2023.105625","volume":"88","author":"PS Yadav","year":"2024","unstructured":"Yadav PS, Gupta B, Lamba SS (2024) A new approach of contrast enhancement for medical images based on entropy curve. Biomed Signal Process Control 88:105625","journal-title":"Biomed Signal Process Control"},{"issue":"3","key":"7119_CR73","doi-asserted-by":"publisher","first-page":"2240","DOI":"10.1109\/TPWRD.2023.3269206","volume":"38","author":"Z Yuan","year":"2023","unstructured":"Yuan Z, Zeng J, Wei Z et al (2023) CLAHE-based low-light image enhancement for robust object detection in overhead power transmission system. IEEE Trans Power Delivery 38(3):2240\u20132243","journal-title":"IEEE Trans Power Delivery"},{"key":"7119_CR74","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-025-01390-0","author":"X Zhao","year":"2025","unstructured":"Zhao X, Du Y, Peng Y (2025) Deep learning-based multi-view projection synthesis approach for improving the quality of sparse-view CBCT in image-guided radiotherapy. Journal of Imaging Informatics in Medicine. https:\/\/doi.org\/10.1007\/s10278-025-01390-0","journal-title":"Journal of Imaging Informatics in Medicine"}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-026-07119-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10489-026-07119-y","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-026-07119-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T06:01:55Z","timestamp":1774936915000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10489-026-07119-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":74,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2026,2]]}},"alternative-id":["7119"],"URL":"https:\/\/doi.org\/10.1007\/s10489-026-07119-y","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"value":"0924-669X","type":"print"},{"value":"1573-7497","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2]]},"assertion":[{"value":"27 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 January 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 February 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest or competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest\/Competing interests"}},{"value":"This article does not contain any studies with human participants or animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}}],"article-number":"75"}}