{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T07:51:05Z","timestamp":1774597865747,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":19,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819698141","type":"print"},{"value":"9789819698158","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\/978-981-96-9815-8_17","type":"book-chapter","created":{"date-parts":[[2025,7,23]],"date-time":"2025-07-23T09:17:28Z","timestamp":1753262248000},"page":"195-206","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["EdLLM: A Novel Entity Detection Method for Test Data Integrating YOLO-World and LLM"],"prefix":"10.1007","author":[{"given":"Jintao","family":"Liu","sequence":"first","affiliation":[]},{"given":"Chen","family":"Feng","sequence":"additional","affiliation":[]},{"given":"Guang","family":"Jin","sequence":"additional","affiliation":[]},{"given":"Jun","family":"Fan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,7,24]]},"reference":[{"key":"17_CR1","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.isatra.2023.09.001","volume":"143","author":"L Liu","year":"2023","unstructured":"Liu, L., Hu, Z., Dai, Y., Ma, X., Deng, P.: ISA: ingenious siamese attention for object detection algorithms towards complex scenes. ISA Trans. 143, 205\u2013220 (2023)","journal-title":"ISA Trans."},{"issue":"5","key":"17_CR2","doi-asserted-by":"publisher","first-page":"1464","DOI":"10.3390\/rs15051464","volume":"15","author":"S Cao","year":"2023","unstructured":"Cao, S., Deng, J., Luo, J., Li, Z., Hu, J., Peng, Z.: Local convergence index-based infrared small target detection against complex scenes. Remote Sens. 15(5), 1464 (2023). https:\/\/doi.org\/10.3390\/rs15051464","journal-title":"Remote Sens."},{"issue":"13","key":"17_CR3","doi-asserted-by":"publisher","first-page":"2465","DOI":"10.3390\/rs16132465","volume":"16","author":"J Ni","year":"2024","unstructured":"Ni, J., Zhu, S., Tang, G., Ke, C., Wang, T.: A small-object detection model based on improved YOLOv8s for UAV image scenarios. Remote Sens. 16(13), 2465 (2024). https:\/\/doi.org\/10.3390\/rs16132465","journal-title":"Remote Sens."},{"key":"17_CR4","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.110041","volume":"147","author":"S Huang","year":"2024","unstructured":"Huang, S., Ren, S., Wu, W., Liu, Q.: Discriminative features enhancement for low-altitude UAV object detection. Pattern Recogn. 147, 110041 (2024)","journal-title":"Pattern Recogn."},{"issue":"19","key":"17_CR5","doi-asserted-by":"publisher","first-page":"4740","DOI":"10.3390\/rs15194740","volume":"15","author":"W Lu","year":"2023","unstructured":"Lu, W., et al.: High-quality object detection method for UAV images based on improved DINO and masked image modeling. Remote Sens. 15(19), 4740 (2023). https:\/\/doi.org\/10.3390\/rs15194740","journal-title":"Remote Sens."},{"issue":"11","key":"17_CR6","doi-asserted-by":"publisher","first-page":"5410","DOI":"10.1007\/s11263-024-02108-5","volume":"132","author":"K Wang","year":"2024","unstructured":"Wang, K., Fu, X., Ge, C., Cao, C., Zha, Z.-J.: Towards generalized UAV object detection: a novel perspective from frequency domain disentanglement. Int. J. Comput. Vision 132(11), 5410\u20135438 (2024)","journal-title":"Int. J. Comput. Vision"},{"key":"17_CR7","doi-asserted-by":"publisher","first-page":"5804","DOI":"10.1109\/JSTARS.2024.3370722","volume":"17","author":"Z Wang","year":"2024","unstructured":"Wang, Z., Hou, G., Xin, Z., Liao, G., Huang, P., Tai, Y.: Detection of SAR image multiscale ship targets in complex inshore scenes based on improved YOLOv5. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. 17, 5804\u20135823 (2024)","journal-title":"IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens."},{"issue":"2","key":"17_CR8","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1080\/2150704X.2023.2174385","volume":"14","author":"T Huang","year":"2023","unstructured":"Huang, T., Zhu, J., Liu, Y., Tan, Y.: UAV aerial image target detection based on BLUR-YOLO. Remote Sens. Lett. 14(2), 186\u2013196 (2023)","journal-title":"Remote Sens. Lett."},{"issue":"16","key":"17_CR9","doi-asserted-by":"publisher","first-page":"3057","DOI":"10.3390\/rs16163057","volume":"16","author":"Y Li","year":"2024","unstructured":"Li, Y., et al.: SOD-YOLO: Small-object-detection algorithm based on improved YOLOv8 for UAV images. Remote Sens. 16(16), 3057 (2024). https:\/\/doi.org\/10.3390\/rs16163057","journal-title":"Remote Sens."},{"issue":"3","key":"17_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10044-024-01323-7","volume":"27","author":"T Ning","year":"2024","unstructured":"Ning, T., Wu, W., Zhang, J.: Small object detection based on YOLOv8 in UAV perspective. Pattern Anal. Appl. 27(3), 1\u201315 (2024)","journal-title":"Pattern Anal. Appl."},{"key":"17_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2024.104289","volume":"104","author":"S Duan","year":"2024","unstructured":"Duan, S., Wang, T., Li, T., Yang, W.: M-YOLOv8s: an improved small target detection algorithm for UAV aerial photography. J. Vis. Commun. Image Represent. 104, 104289 (2024)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"17_CR12","unstructured":"Wang, X., et al.: Towards realistic UAV vision-language navigation: Platform, benchmark, and methodology (2024)"},{"key":"17_CR13","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2020.106943","volume":"90","author":"D Onea\u021b\u0103","year":"2021","unstructured":"Onea\u021b\u0103, D., Cucu, H.: Multimodal speech recognition for unmanned aerial vehicles. Comput. Electr. Eng. 90, 106943 (2021)","journal-title":"Comput. Electr. Eng."},{"issue":"2","key":"17_CR14","doi-asserted-by":"publisher","first-page":"114","DOI":"10.3390\/drones7020114","volume":"7","author":"J de Curt\u00f2","year":"2023","unstructured":"de Curt\u00f2, J., de Zarz\u00e0, I., Calafate, Carlos T.: Semantic scene understanding with large language models on unmanned aerial vehicles. Drones 7(2), 114 (2023). https:\/\/doi.org\/10.3390\/drones7020114","journal-title":"Drones"},{"key":"17_CR15","doi-asserted-by":"crossref","unstructured":"Zhong, J., Li, M., Chen, Y., Wei, Z., Yang, F., Shen, H.: A safer vision-based autonomous planning system for quadrotor UAVs with dynamic obstacle trajectory prediction and its application with LLMs. In: 2024 IEEE\/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), pp. 920\u2013929 (2024).","DOI":"10.1109\/WACVW60836.2024.00131"},{"key":"17_CR16","doi-asserted-by":"crossref","unstructured":"Zang, Y., Li, W., Han, J., Zhou, K., Loy, C.C.: Contextual object detection with multimodal large language models. Int. J. Comput. Vis. (2024)","DOI":"10.1007\/s11263-024-02214-4"},{"key":"17_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TGRS.2024.3510833","volume":"63","author":"P Wang","year":"2025","unstructured":"Wang, P., et al.: RingMoGPT: A unified remote sensing foundation model for vision, language, and grounded tasks. IEEE Trans. Geosci. Remote Sens. 63, 1\u201320 (2025). https:\/\/doi.org\/10.1109\/TGRS.2024.3510833","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"17_CR18","doi-asserted-by":"crossref","unstructured":"Cheng, T., Song, L., Ge, Y., Liu, W., Wang, X., Shan, Y.: YOLO-world: Real-time open-vocabulary object detection (2024)","DOI":"10.1109\/CVPR52733.2024.01599"},{"key":"17_CR19","unstructured":"Yang, A., et al.: Qwen2 technical report (2024)"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-9815-8_17","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T06:58:08Z","timestamp":1774594688000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-9815-8_17"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819698141","9789819698158"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-9815-8_17","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":"24 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Ningbo","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":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/icg\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}