{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:40:13Z","timestamp":1763343613213,"version":"3.45.0"},"reference-count":42,"publisher":"Tech Science Press","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2025.062834","type":"journal-article","created":{"date-parts":[[2025,5,3]],"date-time":"2025-05-03T08:46:29Z","timestamp":1746261989000},"page":"325-345","source":"Crossref","is-referenced-by-count":0,"title":["CerfeVPR: Cross-Environment Robust Feature Enhancement for Visual Place Recognition"],"prefix":"10.32604","volume":"84","author":[{"given":"Lingyun","family":"Xiang","sequence":"first","affiliation":[]},{"given":"Hang","family":"Fu","sequence":"additional","affiliation":[]},{"given":"Chunfang","family":"Yang","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"4878","article-title":"Rethinking visual geo-localization for large-scale applications","author":"Berton","year":"2022 Jun 18\u201324"},{"key":"ref2","series-title":"Computer Vision-ECCV 2020: 16th European Conference","first-page":"726","article-title":"Unifying deep local and global features for image search","author":"Cao","year":"2020 Aug 23\u201328"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"19516","DOI":"10.1109\/ACCESS.2021.3054937","article-title":"A survey on deep visual place recognition","volume":"9","author":"Masone","year":"2021","journal-title":"IEEE Access"},{"key":"ref4","series-title":"2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition","first-page":"3304","article-title":"Aggregating local descriptors into a compact image representation","author":"J\u00e9gou","year":"2010 Jun 13\u201318"},{"key":"ref5","series-title":"IEEE\/RSJ International Conference on Intelligent Robots and Systems (IROS)","first-page":"4297","article-title":"On the performance of ConvNet features for place recognition","author":"Sunderhauf","year":"2015 Sep 28\u2013Oct 2"},{"key":"ref6","series-title":"Proceedings of the 16th Australasian Conference on Robotics and Automation","first-page":"1","article-title":"Convolutional neural network-based place recognition","author":"Chen","year":"2014 Dec 2\u20134"},{"key":"ref7","series-title":"IEEE International Conference on Information and Automation","first-page":"2238","article-title":"Convolutional neural network-based image representation for visual loop closure detection","author":"Hou","year":"2015 Aug 8\u201310"},{"key":"ref8","series-title":"IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)","first-page":"2997","article-title":"MixVPR: feature mixing for visual place recognition","author":"Ali-Bey","year":"2023 Jan 2\u20137"},{"key":"ref9","series-title":"IEEE\/CVF International Conference on Computer Vision (ICCV)","first-page":"11046","article-title":"EigenPlaces: training viewpoint robust models for visual place recognition","author":"Berton","year":"2023 Oct 2\u20136"},{"key":"ref10","series-title":"IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"14136","article-title":"Patch-NetVLAD: multi-scale fusion of locally-global descriptors for place recognition","author":"Hausler","year":"2021 Jun 20\u201325"},{"key":"ref11","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"13648","article-title":"TransVPR: transformer-based place recognition with multi-level attention aggregation","author":"Wang","year":"2022 Jun 18\u201324"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"1437","DOI":"10.1109\/TPAMI.2017.2711011","article-title":"NetVLAD: CNN architecture for weakly supervised place recognition","volume":"40","author":"Arandjelovi\u0107","year":"2018","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"1655","DOI":"10.1109\/TPAMI.2018.2846566","article-title":"Fine-tuning CNN image retrieval with no human annotation","volume":"41","author":"Radenovi\u0107","year":"2018","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"1286","DOI":"10.1109\/LRA.2023.3343602","article-title":"AnyLoc: towards universal visual place recognition","volume":"9","author":"Keetha","year":"2024","journal-title":"IEEE Robot Autom Lett"},{"key":"ref15","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"17658","article-title":"Optimal transport aggregation for visual place recognition","author":"Izquierdo","year":"2024 Jun 17\u201321"},{"key":"ref16","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"16772","article-title":"CricaVPR: cross-image correlation-aware representation learning for visual place recognition","author":"Lu","year":"2024 Jun 17\u201321"},{"key":"ref17","series-title":"International Conference on Machine Learning, PMLR","first-page":"2790","article-title":"Parameter-efficient transfer learning for NLP","author":"Houlsby","year":"Jun 9\u201315"},{"key":"ref18","first-page":"16664","article-title":"AdaptFormer: adapting vision transformers for scalable visual recognition","volume":"35","author":"Chen","year":"2022","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"4261","DOI":"10.1109\/TIP.2024.3419414","article-title":"Multiple riemannian kernel hashing for large-scale image set classification and retrieval","volume":"33","author":"Shen","year":"2024","journal-title":"IEEE Trans Image Process"},{"key":"ref20","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1145\/3422622","article-title":"Generative adversarial networks","volume":"63","author":"Goodfellow","year":"2020","journal-title":"Commun ACM"},{"key":"ref21","first-page":"4419","article-title":"A real-time semantic segmentation method based on transformer for autonomous driving","volume":"81","author":"Hao","year":"2024","journal-title":"Comput Mater Contin"},{"key":"ref22","series-title":"Computer Vision-ECCV 2020: 16th European Conference","first-page":"369","article-title":"Self-supervising fine-grained region similarities for large-scale image localization","author":"Ge","year":"2020 Aug 23\u201328"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/j.neucom.2022.09.127","article-title":"Gsv-cities: toward appropriate supervised visual place recognition","volume":"513","author":"Ali-bey","year":"2022","journal-title":"Neurocomputing"},{"key":"ref24","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"19370","article-title":"R2Former: unified retrieval and reranking transformer for place recognition","author":"Zhu","year":"2023 Jun 18\u201322"},{"key":"ref25","first-page":"10341","article-title":"Deep homography estimation for visual place recognition","volume":"38","author":"Lu","year":"2024","journal-title":"Proc AAAI Conf Artif Intell"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"6552","DOI":"10.1109\/LRA.2024.3408075","article-title":"PlaceFormer: transformer-based visual place recognition using multi-scale patch selection and fusion","volume":"9","author":"Kannan","year":"2024","journal-title":"IEEE Robot Autom Lett"},{"key":"ref27","series-title":"The Twelfth International Conference on Learning Representations","article-title":"Towards seamless adaptation of pre-trained models for visual place recognition","author":"Lu","year":"May 7\u201311"},{"key":"ref28","unstructured":"Oquab M, Darcet T, Moutakanni T, Vo H, Szafraniec M, Khalidov V, et al. Dinov2: learning robust visual features without supervision. arXiv:230407193. 2023."},{"key":"ref29","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"4570","article-title":"Singan: learning a generative model from a single natural image","author":"Shaham","year":"2019 Oct 27\u2013Nov 2"},{"key":"ref30","series-title":"Proceedings of the IEEE International Conference on Computer Vision","first-page":"2223","article-title":"Unpaired image-to-image translation using cycle-consistent adversarial networks","author":"Zhu","year":"2017 Oct 22\u201329"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"1394","DOI":"10.3390\/math8091394","article-title":"Coverless image steganography based on generative adversarial network","volume":"8","author":"Qin","year":"2020","journal-title":"Mathematics"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"111202","DOI":"10.1016\/j.patcog.2024.111202","article-title":"Robust and privacy-preserving feature extractor for perturbed images","volume":"161","author":"Gao","year":"2025","journal-title":"Pattern Recognit"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"514","DOI":"10.1504\/IJAACS.2024.142523","article-title":"A novel copy-move detection and location technique based on tamper detection and similarity feature fusion","volume":"17","author":"He","year":"2024","journal-title":"Int J Auton Adapt Commun Syst"},{"key":"ref34","series-title":"IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"761","article-title":"Training region-based object detectors with online hard example mining","author":"Shrivastava","year":"2016 Jun 26\u2013Jul 1"},{"key":"ref35","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5022","article-title":"Multi-similarity loss with general pair weighting for deep metric learning","author":"Wang","year":"2019 Jun 15\u201320"},{"key":"ref36","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"2623","article-title":"Mapillary street-level sequences: a dataset for lifelong place recognition","author":"Warburg","year":"2020 Jun 14\u201319"},{"key":"ref37","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"883","article-title":"Visual place recognition with repetitive structures","author":"Torii","year":"2013 Jun 23\u201328"},{"key":"ref38","series-title":"IEEE International Conference on Robotics and Automation (ICRA)","article-title":"Are we there yet? Challenging SeqSLAM on a 3000 km journey across all four seasons","author":"S\u00fcnderhauf","year":"May 6\u201310"},{"key":"ref39","series-title":"2017 IEEE International Conference On Robotics And Automation (ICRA)","first-page":"3223","article-title":"Deep learning features at scale for visual place recognition","author":"Chen","year":"2017 May 29\u2013Jun 3"},{"key":"ref40","series-title":"Proceedings of the IEEE\/CVF Winter Conference on Applications of Computer Vision","first-page":"2918","article-title":"Adaptive-attentive geolocalization from few queries: a hybrid approach","author":"Berton","year":"2021 Jan 3\u20138"},{"key":"ref41","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5396","article-title":"Deep visual geo-localization benchmark","author":"Berton","year":"2022 Jun 18\u201324"},{"key":"ref42","doi-asserted-by":"crossref","first-page":"2136","DOI":"10.1007\/s11263-021-01469-5","article-title":"VPR-bench: an open-source visual place recognition evaluation framework with quantifiable viewpoint and appearance change","volume":"129","author":"Zaffar","year":"2021","journal-title":"Int J Comput Vis"}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-84-1\/TSP_CMC_62834\/TSP_CMC_62834.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:35:44Z","timestamp":1763343344000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v84n1\/61721"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":42,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.062834","relation":{},"ISSN":["1546-2226"],"issn-type":[{"type":"electronic","value":"1546-2226"}],"subject":[],"published":{"date-parts":[[2025]]}}}