{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T19:20:37Z","timestamp":1757618437861,"version":"3.44.0"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T00:00:00Z","timestamp":1750896000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T00:00:00Z","timestamp":1750896000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62302086"],"award-info":[{"award-number":["62302086"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005047","name":"Natural Science Foundation of Liaoning Province","doi-asserted-by":"publisher","award":["2023-MSBA-070"],"award-info":[{"award-number":["2023-MSBA-070"]}],"id":[{"id":"10.13039\/501100005047","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["N2317005"],"award-info":[{"award-number":["N2317005"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SIViP"],"published-print":{"date-parts":[[2025,10]]},"DOI":"10.1007\/s11760-025-04361-8","type":"journal-article","created":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T10:37:05Z","timestamp":1750934225000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["DarkActionNet: An efficient neural network for low-light animal behavior recognition"],"prefix":"10.1007","volume":"19","author":[{"given":"Yuming","family":"Chen","sequence":"first","affiliation":[]},{"given":"Tianzhe","family":"Jiao","sequence":"additional","affiliation":[]},{"given":"Chaopeng","family":"Guo","sequence":"additional","affiliation":[]},{"given":"Zhe","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Jie","family":"Song","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,6,26]]},"reference":[{"key":"4361_CR1","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1995","volume":"10","author":"Sheikh Muhammad Saqib","year":"2024","unstructured":"Saqib, Sheikh Muhammad, Asghar, Muhammad Zubair, Iqbal, Muhammad, Al-Rasheed, Amal, Khan, Muhammad Amir, Ghadi, Yazeed, Mazhar, Tehseen: Densehillnet: a lightweight cnn for accurate classification of natural images. PeerJ Computer Science 10, e1995 (2024)","journal-title":"PeerJ Computer Science"},{"key":"4361_CR2","doi-asserted-by":"crossref","unstructured":"Saqib, Sheikh Muhammad, Mazhar, Tehseen, Iqbal, Muhammad, Almogren, Ahmad, Shahazad, Tariq, Rehman, Ateeq Ur, Hamam, Habib, Mobvgg,: Ensemble technique for birds and drones prediction. Heliyon 10(21), (2024)","DOI":"10.1016\/j.heliyon.2024.e39537"},{"issue":"12","key":"4361_CR3","doi-asserted-by":"publisher","first-page":"9465","DOI":"10.1007\/s11760-024-03560-z","volume":"18","author":"Sheikh Muhammad Saqib","year":"2024","unstructured":"Saqib, Sheikh Muhammad, Aftab, Aamir, Mazhar, Tehseen, Iqbal, Muhammad, Shahazad, Tariq, Almogren, Ahmad, Hamam, Habib: Integrating yolo and wordnet for automated image object summarization. Signal, Image and Video Processing 18(12), 9465\u20139481 (2024)","journal-title":"Signal, Image and Video Processing"},{"issue":"11","key":"4361_CR4","doi-asserted-by":"publisher","first-page":"3458","DOI":"10.1109\/TCAD.2020.3012745","volume":"39","author":"H Seckin Demir","year":"2020","unstructured":"Seckin Demir, H., Christen, Jennifer Blain, Ozev, Sule: Energy-efficient image recognition system for marine life. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 39(11), 3458\u20133466 (2020)","journal-title":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"},{"key":"4361_CR5","doi-asserted-by":"crossref","unstructured":"Zurn, Jane\u00a0Brooks, Hohmann, Drew, Dworkin, Steven\u00a0I, Motai, Yuichi: A real-time rodent tracking system for both light and dark cycle behavior analysis. In 2005 Seventh IEEE Workshops on Applications of Computer Vision (WACV\/MOTION\u201905)-Volume 1, volume\u00a01, pages 87\u201392. IEEE, (2005)","DOI":"10.1109\/ACVMOT.2005.9"},{"issue":"1","key":"4361_CR6","doi-asserted-by":"publisher","first-page":"117","DOI":"10.3161\/15081109ACC2018.20.1.008","volume":"20","author":"Dietz Markus","year":"2018","unstructured":"Markus, Dietz, Michael, Brombacher, Maude, Erasmy, Viktar, Fenchuk, Olaf, Simon: Bat community and roost site selection of tree-dwelling bats in a well-preserved european lowland forest. Acta Chiropterologica 20(1), 117\u2013127 (2018)","journal-title":"Acta Chiropterologica"},{"key":"4361_CR7","doi-asserted-by":"crossref","unstructured":"Roulin, Alexandra: The evolution, maintenance and adaptive function of genetic colour polymorphism in birds. Biological Reviews, (2004)","DOI":"10.1017\/S1464793104006487"},{"key":"4361_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2024.109281","volume":"225","author":"Deqin Xiao","year":"2024","unstructured":"Xiao, Deqin, Wang, Handong, Liu, Youfu, Li, Wengang, Li, Hongbin: Dhsw-yolo: A duck flock daily behavior recognition model adaptable to bright and dark conditions. Computers and Electronics in Agriculture 225, 109281 (2024)","journal-title":"Computers and Electronics in Agriculture"},{"key":"4361_CR9","doi-asserted-by":"crossref","unstructured":"Yin, Xiangchen, Yu, Zhenda, Fei, Zetao, Lv, Wenjun, Gao, Xin: Pe-yolo: Pyramid enhancement network for dark object detection. In International Conference on Artificial Neural Networks, pages 163\u2013174. Springer, (2023)","DOI":"10.1007\/978-3-031-44195-0_14"},{"key":"4361_CR10","unstructured":"Kay, Will, Carreira, Joao, Simonyan, Karen, Zhang, Brian, Hillier, Chloe, Vijayanarasimhan, Sudheendra, Viola, Fabio, Green, Tim, Back, Trevor, Natsev, Paul, et\u00a0al. The kinetics human action video dataset. arXiv preprint arXiv:1705.06950, (2017)"},{"key":"4361_CR11","doi-asserted-by":"crossref","unstructured":"Ng, Xun\u00a0Long, Ong, Kian\u00a0Eng, Zheng, Qichen, Ni, Yun, Yeo, Si\u00a0Yong, Liu, Jun: Animal kingdom: A large and diverse dataset for animal behavior understanding. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pages 19023\u201319034, (2022)","DOI":"10.1109\/CVPR52688.2022.01844"},{"issue":"23","key":"4361_CR12","doi-asserted-by":"publisher","first-page":"7791","DOI":"10.3390\/s24237791","volume":"24","author":"Yanhong Liu","year":"2024","unstructured":"Liu, Yanhong, Zhou, Fang, Zheng, Wenxin, Bai, Tao, Chen, Xinwen, Guo, Leifeng: Sleeping and eating behavior recognition of horses based on an improved slowfast network. Sensors 24(23), 7791 (2024)","journal-title":"Sensors"},{"issue":"5","key":"4361_CR13","doi-asserted-by":"publisher","first-page":"2156","DOI":"10.3758\/s13428-020-01381-9","volume":"52","author":"Ana Ger\u00f3s","year":"2020","unstructured":"Ger\u00f3s, Ana, Magalh\u00e3es, Ana, Aguiar, Paulo: Improved 3d tracking and automated classification of rodents\u2019 behavioral activity using depth-sensing cameras. Behavior research methods 52(5), 2156\u20132167 (2020)","journal-title":"Behavior research methods"},{"key":"4361_CR14","doi-asserted-by":"crossref","unstructured":"Hamann, Friedhelm, Ghosh, Suman, Mart\u00ednez, Ignacio Ju\u00e1rez, Hart, Tom, Kacelnik, Alex, Gallego, Guillermo: Fourier-based action recognition for wildlife behavior quantification with event cameras. Advanced Intelligent Systems, 2400353 (2024)","DOI":"10.1002\/aisy.202400353"},{"key":"4361_CR15","doi-asserted-by":"crossref","unstructured":"Feichtenhofer, Christoph, Fan, Haoqi, Malik, Jitendra, He, Kaiming: Slowfast networks for video recognition. In Proceedings of the IEEE\/CVF international conference on computer vision, 6202\u20136211 (2019)","DOI":"10.1109\/ICCV.2019.00630"},{"key":"4361_CR16","doi-asserted-by":"crossref","unstructured":"Li, Yanghao, Chao-Yuan, Wu., Fan, Haoqi, Mangalam, Karttikeya, Xiong, Bo., Malik, Jitendra, Feichtenhofer, Christoph: Mvitv 2: Improved multiscale vision transformers for classification and detection. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, 4804\u20134814 (2022)","DOI":"10.1109\/CVPR52688.2022.00476"},{"key":"4361_CR17","doi-asserted-by":"crossref","unstructured":"Hussain, Altaf, Hussain, Tanveer, Ullah, Waseem, Khan, Samee Ullah, Kim, Min Je, Muhammad, Khan, Del Ser, Javier, Baik, Sung Wook: Big data analysis for industrial activity recognition using attention-inspired sequential temporal convolution network. IEEE Transactions on Big Data, 1\u201312 (2024)","DOI":"10.1109\/TBDATA.2024.3489414"},{"key":"4361_CR18","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1016\/j.aej.2023.11.017","volume":"91","author":"Altaf Hussain","year":"2024","unstructured":"Hussain, Altaf, Khan, Samee Ullah, Khan, Noman, Ullah, Waseem, Alkhayyat, Ahmed, Alharbi, Meshal, Baik, Sung Wook: Shots segmentation-based optimized dual-stream framework for robust human activity recognition in surveillance video. Alexandria Engineering Journal 91, 632\u2013647 (2024)","journal-title":"Alexandria Engineering Journal"},{"key":"4361_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2024.112480","volume":"304","author":"Muhammad Munsif","year":"2024","unstructured":"Munsif, Muhammad, Khan, Samee Ullah, Khan, Noman, Hussain, Altaf, Kim, Min Je, Baik, Sung Wook: Contextual visual and motion salient fusion framework for action recognition in dark environments. Knowledge-Based Systems 304, 112480 (2024)","journal-title":"Knowledge-Based Systems"},{"key":"4361_CR20","doi-asserted-by":"crossref","unstructured":"Hussain, Altaf, Khan, Noman, Munsif, Muhammad, Kim, Min\u00a0Je, Baik, Sung\u00a0Wook: Medium scale benchmark for cricket excited actions understanding. In 2024 IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pages 3399\u20133409, (2024)","DOI":"10.1109\/CVPRW63382.2024.00344"},{"key":"4361_CR21","doi-asserted-by":"crossref","unstructured":"Liu, Risheng, Ma, Long, Zhang, Jiaao, Fan, Xin, Luo, Zhongxuan: Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, 10561\u201310570 (2021)","DOI":"10.1109\/CVPR46437.2021.01042"},{"key":"4361_CR22","first-page":"1","volume":"61","author":"Ling Xing","year":"2023","unstructured":"Xing, Ling, Hongyu, Qu., Sheng, Xu., Tian, Yao: Clegan: Toward low-light image enhancement for uavs via self-similarity exploitation. IEEE Transactions on Geoscience and Remote Sensing 61, 1\u201314 (2023)","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"4361_CR23","doi-asserted-by":"crossref","unstructured":"Singh, Anirudh, Chougule, Amit, Narang, Pratik, Chamola, Vinay, Richard, F., Yu.: Low-light image enhancement for uavs with multi-feature fusion deep neural networks. IEEE Geoscience and Remote Sensing Letters 19, 1\u20135 (2022)","DOI":"10.1109\/LGRS.2022.3181106"},{"key":"4361_CR24","unstructured":"Wei, Chen, Wang, Wenjing, Yang, Wenhan, Liu, Jiaying: Deep retinex decomposition for low-light enhancement, (2018)"},{"key":"4361_CR25","doi-asserted-by":"crossref","unstructured":"Ma, Long, Ma, Tengyu, Liu, Risheng, Fan, Xin, Luo, Zhongxuan: Toward fast, flexible, and robust low-light image enhancement. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, 5637\u20135646 (2022)","DOI":"10.1109\/CVPR52688.2022.00555"},{"issue":"5","key":"4361_CR26","doi-asserted-by":"publisher","first-page":"948","DOI":"10.3390\/electronics13050948","volume":"13","author":"Hua Huo","year":"2024","unstructured":"Huo, Hua, Li, Bingjie: Mgmvit: Multi-granularity and multi-scale vision transformer for efficient action recognition. Electronics 13(5), 948 (2024)","journal-title":"Electronics"},{"key":"4361_CR27","unstructured":"Jinhui, Ye, Junwei, Liang: Spatial-temporal alignment network for action recognition. arXiv preprint arXiv:2308.09897, (2023)"},{"key":"4361_CR28","doi-asserted-by":"crossref","unstructured":"Feichtenhofer, Christoph: X3d: Expanding architectures for efficient video recognition. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pages 203\u2013213, (2020)","DOI":"10.1109\/CVPR42600.2020.00028"},{"key":"4361_CR29","doi-asserted-by":"crossref","unstructured":"Wang, Xianyuan, Miao, Zhenjiang, Zhang, Ruyi, Hao, Shanshan: I3d-lstm: A new model for human action recognition. In IOP conference series: materials science and engineering, volume 569, page 032035. IOP Publishing, (2019)","DOI":"10.1088\/1757-899X\/569\/3\/032035"},{"key":"4361_CR30","doi-asserted-by":"crossref","unstructured":"Kondratyuk, Dan, Yuan, Liangzhe, Li, Yandong, Zhang, Li, Tan, Mingxing, Brown, Matthew, Gong, Boqing: Movinets: Mobile video networks for efficient video recognition. In Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pages 16020\u201316030, (2021)","DOI":"10.1109\/CVPR46437.2021.01576"},{"key":"4361_CR31","doi-asserted-by":"crossref","unstructured":"Fan, Haoqi, Xiong, Bo., Mangalam, Karttikeya, Li, Yanghao, Yan, Zhicheng, Malik, Jitendra, Feichtenhofer, Christoph: Multiscale vision transformers. In Proceedings of the IEEE\/CVF international conference on computer vision, 6824\u20136835 (2021)","DOI":"10.1109\/ICCV48922.2021.00675"},{"key":"4361_CR32","doi-asserted-by":"crossref","unstructured":"Li, Kunchang, Li, Xinhao, Wang, Yi, He, Yinan, Wang, Yali, Wang, Limin, Qiao, Yu: Videomamba: State space model for efficient video understanding. In European Conference on Computer Vision, pages 237\u2013255. Springer, (2024)","DOI":"10.1007\/978-3-031-73347-5_14"},{"key":"4361_CR33","unstructured":"Wang, Chenting, Li, Kunchang, Jiang, Tianxiang, Zeng, Xiangyu, Wang, Yi, Wang, Limin: Make your training flexible: Towards deployment-efficient video models. arXiv preprint arXiv:2503.14237, (2025)"}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-025-04361-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-025-04361-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-025-04361-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T22:51:31Z","timestamp":1757199091000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-025-04361-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,26]]},"references-count":33,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2025,10]]}},"alternative-id":["4361"],"URL":"https:\/\/doi.org\/10.1007\/s11760-025-04361-8","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"type":"print","value":"1863-1703"},{"type":"electronic","value":"1863-1711"}],"subject":[],"published":{"date-parts":[[2025,6,26]]},"assertion":[{"value":"15 January 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 May 2025","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 June 2025","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 June 2025","order":4,"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 there is no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"807"}}