{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T01:40:09Z","timestamp":1743385209761,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":18,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819628636","type":"print"},{"value":"9789819628643","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-981-96-2864-3_20","type":"book-chapter","created":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T01:17:10Z","timestamp":1743383830000},"page":"249-260","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Adaptive Switching of\u00a0Lightweight and\u00a0Complex DNNs for\u00a0Air-Ground Collaborative Intelligence"],"prefix":"10.1007","author":[{"given":"Yuben","family":"Qu","sequence":"first","affiliation":[]},{"given":"Jiyuan","family":"Xie","sequence":"additional","affiliation":[]},{"given":"Haipeng","family":"Dai","sequence":"additional","affiliation":[]},{"given":"Chao","family":"Dong","sequence":"additional","affiliation":[]},{"given":"Fan","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Qihui","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Guihai","family":"Chen","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,3,29]]},"reference":[{"issue":"5","key":"20_CR1","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/MAES.2013.6516147","volume":"28","author":"D Erdos","year":"2013","unstructured":"Erdos, D., Erdos, A., Watkins, S.E.: An experimental UAV system for search and rescue challenge. IEEE Aerosp. Electron. Syst. Mag. 28(5), 32\u201337 (2013)","journal-title":"IEEE Aerosp. Electron. Syst. Mag."},{"issue":"3","key":"20_CR2","first-page":"166","volume":"81","author":"A Filipov","year":"2020","unstructured":"Filipov, A., Bogdanov, K., Ognianov, O.: Remote sensing and Unmanned Aerial System (UAS) application for geological exploration. Rev. Bulg. Geol. Soc 81(3), 166\u2013168 (2020)","journal-title":"Rev. Bulg. Geol. Soc"},{"issue":"1","key":"20_CR3","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1080\/19475705.2016.1225228","volume":"8","author":"M Piras","year":"2017","unstructured":"Piras, M., et al.: Detailed geological mapping in mountain areas using an unmanned aerial vehicle: application to the Rodoretto Valley, NW Italian Alps. Geomat. Nat. Haz. Risk 8(1), 137\u2013149 (2017)","journal-title":"Geomat. Nat. Haz. Risk"},{"key":"20_CR4","doi-asserted-by":"crossref","unstructured":"Semsch, E., Jakob, M., Pavlicek, D., Pechoucek, M.: Autonomous UAV surveillance in complex urban environments. In: 2009 IEEE\/WIC\/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, vol. 2, pp. 82\u201385. IEEE (2009)","DOI":"10.1109\/WI-IAT.2009.132"},{"issue":"3","key":"20_CR5","doi-asserted-by":"publisher","first-page":"733","DOI":"10.3390\/electronics12030733","volume":"12","author":"A Namburu","year":"2023","unstructured":"Namburu, A., Selvaraj, P., Mohan, S., Ragavanantham, S., Eldin, E.T.: Forest fire identification in UAV imagery using X-MobileNet. Electronics 12(3), 733 (2023)","journal-title":"Electronics"},{"key":"20_CR6","doi-asserted-by":"crossref","unstructured":"Hanyao, M., Jin, Y., Qian, Z., Zhang, S., Lu, S.: Edge-assisted online on-device object detection for real-time video analytics. In: IEEE INFOCOM 2021 - IEEE Conference on Computer Communications, pp. 1\u201310. IEEE, New York (2021)","DOI":"10.1109\/INFOCOM42981.2021.9488741"},{"issue":"8","key":"20_CR7","doi-asserted-by":"publisher","first-page":"8298","DOI":"10.1109\/TVT.2021.3092179","volume":"70","author":"S Yun","year":"2021","unstructured":"Yun, S., Kang, J.-M., Choi, S., Kim, I.-M.: Cooperative inference of DNNs over noisy wireless channels. IEEE Trans. Veh. Technol. 70(8), 8298\u20138303 (2021)","journal-title":"IEEE Trans. Veh. Technol."},{"key":"20_CR8","doi-asserted-by":"crossref","unstructured":"Zeng, G., Pan, S., Fan, Z., Wang, G., Wang, M., Yue, H.: A realtime lightweight detection network framework for UAV identification. In: International Conference on Autonomous Unmanned Systems, pp. 2679\u20132688. Springer, Cham (2021)","DOI":"10.1007\/978-981-16-9492-9_263"},{"issue":"8","key":"20_CR9","doi-asserted-by":"publisher","first-page":"1558","DOI":"10.3390\/electronics13081558","volume":"13","author":"J Sun","year":"2024","unstructured":"Sun, J., Gao, H., Yan, Z., Qi, X., Yu, J., Ju, Z.: Lightweight UAV object-detection method based on efficient multidimensional global feature adaptive fusion and knowledge distillation. Electronics 13(8), 1558 (2024)","journal-title":"Electronics"},{"key":"20_CR10","doi-asserted-by":"crossref","unstructured":"Sun, H., Dong, C., Qu, Y., Wu, F., Zhang, L., Wu, Q.: IDEA: intelligent divine eye on air through multi-UAV collaborative inference. In: Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services, pp. 642\u2013643 (2022)","DOI":"10.1145\/3498361.3538674"},{"key":"20_CR11","doi-asserted-by":"crossref","unstructured":"Ren, W., et al.: Efficient pipeline collaborative DNN inference in resource-constrained UAV swarm. In: 2024 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1\u20136. IEEE, New York (2024)","DOI":"10.1109\/WCNC57260.2024.10570535"},{"key":"20_CR12","doi-asserted-by":"crossref","unstructured":"Dhuheir, M., Baccour, E., Erbad, A., Sabeeh, S., Hamdi, M.: Efficient real-time image recognition using collaborative swarm of UAVs and convolutional networks. In: 2021 International Wireless Communications and Mobile Computing (IWCMC), pp. 1954\u20131959. IEEE, New York (2021)","DOI":"10.1109\/IWCMC51323.2021.9498967"},{"issue":"12","key":"20_CR13","doi-asserted-by":"publisher","first-page":"9878","DOI":"10.1109\/JIOT.2020.3016694","volume":"8","author":"B Yang","year":"2021","unstructured":"Yang, B., Cao, X., Yuen, C., Qian, L.: Offloading optimization in edge computing for deep-learning-enabled target tracking by Internet of UAVs. IEEE Internet Things J. 8(12), 9878\u20139893 (2021)","journal-title":"IEEE Internet Things J."},{"key":"20_CR14","doi-asserted-by":"crossref","unstructured":"Mohammed, T., Joe-Wong, C., Babbar, R., Di Francesco, M.: Distributed inference acceleration with adaptive DNN partitioning and offloading. In: IEEE INFOCOM 2020 - IEEE Conference on Computer Communications, pp. 854\u2013863 (2020)","DOI":"10.1109\/INFOCOM41043.2020.9155237"},{"key":"20_CR15","doi-asserted-by":"crossref","unstructured":"Ren, C., Gong, C., Liu, L.: Task-oriented multi-modal communication based on cloud-edge-UAV collaboration. IEEE Internet Things J. (2023)","DOI":"10.1109\/JIOT.2023.3295650"},{"issue":"6","key":"20_CR16","first-page":"2021","volume":"10","author":"I Kandel","year":"2020","unstructured":"Kandel, I., Castelli, M.: Transfer learning with convolutional neural networks for diabetic retinopathy image classification. A review. Appl. Sci. 10(6), 2021 (2020)","journal-title":"A review. Appl. Sci."},{"key":"20_CR17","doi-asserted-by":"crossref","unstructured":"Fonder, M., Van Droogenbroeck, M.: Mid-air: A multi-modal dataset for extremely low altitude drone flights. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops (2019)","DOI":"10.1109\/CVPRW.2019.00081"},{"key":"20_CR18","doi-asserted-by":"crossref","unstructured":"Li, Y., Qu, Y., Dong, C., Zhou, F., Zhang, L., Wu, Q.: Dynamic DNN model switching for collaborative edge intelligence in UAV swarm. In: 2023 International Conference on Wireless Communications and Signal Processing (WCSP), pp. 923\u2013929. IEEE (2023)","DOI":"10.1109\/WCSP58612.2023.10405273"}],"container-title":["Lecture Notes in Computer Science","Network and Parallel Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-2864-3_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T01:17:30Z","timestamp":1743383850000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-2864-3_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819628636","9789819628643"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-2864-3_20","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"29 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"NPC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Network and Parallel Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Haikou","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 December 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 December 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"npc2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}