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An image is worth 16 x 16 words: transformers for image recognition at scale. arXiv: 2010.11929. 2020."},{"key":"ref4","first-page":"12077","volume":"34","author":"Xie","year":"2021","journal-title":"Advances in Neural Information Processing Systems 34 (NeurIPS 2021)"},{"key":"ref5","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision (ICCV)","first-page":"1130","article-title":"SegGPT: towards segmenting everything in context","author":"Wang","year":"2023"},{"key":"ref6","first-page":"3315","article-title":"Semantic segmentation and YOLO detector over aerial vehicle images","volume":"80","author":"Qureshi","year":"2024","journal-title":"Comput Mater Contin"},{"key":"ref7","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"8873","article-title":"Few-shot 3D point cloud semantic segmentation","author":"Zhao","year":"2021"},{"key":"ref8","series-title":"European Conference on Computer Vision","first-page":"283","article-title":"Improving few-shot part segmentation using coarse supervision","author":"Saha","year":"2022"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"103321","DOI":"10.1016\/j.media.2024.103321","article-title":"Adaptive dynamic inference for few-shot left atrium segmentation","volume":"98","author":"Chen","year":"2024","journal-title":"Med Image Anal"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"3352","DOI":"10.1109\/TETCI.2024.3377267","article-title":"Hierarchical relational inference for few-shot learning in 3D left atrial segmentation","volume":"8","author":"Li","year":"2024","journal-title":"IEEE Trans Emerg Top Comput Intell"},{"key":"ref11","doi-asserted-by":"crossref","unstructured":"Shaban A, Bansal S, Liu Z, Essa I, Boots B. One-shot learning for semantic segmentation. arXiv:1709.03410. 2017.","DOI":"10.5244\/C.31.167"},{"key":"ref12","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"9197","article-title":"PaNet: few-shot image semantic segmentation with prototype alignment","author":"Wang","year":"2019"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"1050","DOI":"10.1109\/TPAMI.2020.3013717","article-title":"Prior guided feature enrichment network for few-shot segmentation","volume":"44","author":"Tian","year":"2020","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref14","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"23641","article-title":"Hierarchical dense correlation distillation for few-shot segmentation","author":"Peng","year":"2023"},{"key":"ref15","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"3370","article-title":"Addressing background context bias in few-shot segmentation through iterative modulation","author":"Zhu","year":"2024"},{"key":"ref16","series-title":"Computer Vision\u2014ECCV 2020: 16th European Conference","first-page":"142","article-title":"Part-aware prototype network for few-shot semantic segmentation","author":"Liu","year":"2020"},{"key":"ref17","series-title":"Computer Vision\u2013ECCV 2020: 16th European Conference","first-page":"763","article-title":"Prototype mixture models for few-shot semantic segmentation","author":"Yang","year":"2020"},{"key":"ref18","series-title":"2021 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"8330","article-title":"Adaptive prototype learning and allocation for few-shot segmentation","author":"Li","year":"2021"},{"key":"ref19","series-title":"2023 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"7183","article-title":"Rethinking the correlation in few-shot segmentation: a buoys view","author":"Wang","year":"2023"},{"key":"ref20","series-title":"Computer Vision\u2013ECCV 2020: 16th European Conference","first-page":"730","article-title":"Few-shot semantic segmentation with democratic attention networks","author":"Wang","year":"2020"},{"key":"ref21","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"6941","article-title":"Hypercorrelation squeeze for few-shot segmentation","author":"Min","year":"2021"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1007\/978-3-031-20044-1_9","author":"Shi","year":"2022","journal-title":"Computer Vision\u2014ECCV 2022"},{"key":"ref23","first-page":"21984","article-title":"Few-shot segmentation via cycle-consistent transformer","volume":"34","author":"Zhang","year":"2021","journal-title":"Adv Neural Inform Process Syst"},{"key":"ref24","series-title":"2021 IEEE\/CVF International Conference on Computer Vision (ICCV)","first-page":"763","article-title":"FcaNet: frequency channel attention networks","author":"Qin","year":"2021"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"3855","DOI":"10.1109\/TCYB.2020.2992433","article-title":"SG-One: similarity guidance network for one-shot semantic segmentation","volume":"50","author":"Zhang","year":"2020","journal-title":"IEEE Trans Cybern"},{"key":"ref26","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"8312","article-title":"Self-guided and cross-guided learning for few-shot segmentation","author":"Zhang","year":"2021"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"762","DOI":"10.1007\/978-3-030-58526-6_45","author":"Ouyang","year":"2020","journal-title":"Computer Vision\u2014ECCV 2020"},{"key":"ref28","doi-asserted-by":"crossref","unstructured":"Zhu K, Zhai W, Zha ZJ, Cao Y. Self-supervised tuning for few-shot segmentation. arXiv:2004.05538. 2020.","DOI":"10.24963\/ijcai.2020\/142"},{"key":"ref29","series-title":"Proceedings of the IEEE\/CVF Winter Conference on Applications of Computer Vision","first-page":"1067","article-title":"Masksplit: self-supervised meta-learning for few-shot semantic segmentation","author":"Amac","year":"2022"},{"key":"ref30","series-title":"International Workshop on Predictive Intelligence In Medicine","first-page":"159","article-title":"Self-supervised few-shot learning for semantic segmentation: an annotation-free approach","author":"Karimijafarbigloo","year":"2023"},{"journal-title":"Digital image processing: principles and applications","year":"1994","author":"Baxes","key":"ref31"},{"key":"ref32","first-page":"133","volume":"2","author":"Pitas","year":"2000","journal-title":"Digital image processing algorithms and applications"},{"key":"ref33","series-title":"2020 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"8702","article-title":"FALCON: a fourier transform based approach for fast and secure convolutional neural network predictions","author":"Li"},{"key":"ref34","first-page":"181","author":"Yu","year":"2022","journal-title":"Computer Vision\u2014ECCV 2022"},{"key":"ref35","series-title":"2023 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"22356","article-title":"Spatial-frequency mutual learning for face super-resolution","author":"Wang","year":"2023"},{"key":"ref36","series-title":"2023 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"11797","article-title":"Deep frequency filtering for domain generalization","author":"Lin","year":"2023"},{"key":"ref37","doi-asserted-by":"crossref","first-page":"2313","DOI":"10.3390\/math12152313","article-title":"Transformative noise reduction: leveraging a transformer-based deep network for medical image 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(CVPR)","first-page":"2866","article-title":"FSS-1000: a 1000-class dataset for few-shot segmentation","author":"Li","year":"2020"},{"key":"ref43","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/s11263-009-0275-4","article-title":"The pascal visual object classes (VOC) challenge","volume":"88","author":"Everingham","year":"2010","journal-title":"Int J Comput Vis"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1007\/978-3-319-10584-0_20","author":"Hariharan","year":"2014","journal-title":"Computer Vision\u2014ECCV 2014"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"740","DOI":"10.1007\/978-3-319-10602-1_48","author":"Lin","year":"2014","journal-title":"Computer Vision\u2014ECCV 2014"},{"key":"ref46","series-title":"2019 IEEE\/CVF International Conference on Computer Vision (ICCV)","first-page":"622","article-title":"Feature weighting and boosting for few-shot segmentation","author":"Nguyen"},{"key":"ref47","series-title":"2022 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