{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T21:24:51Z","timestamp":1784582691893,"version":"3.55.0"},"reference-count":15,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things Mag."],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1109\/miot.2025.3575887","type":"journal-article","created":{"date-parts":[[2025,6,6]],"date-time":"2025-06-06T13:44:26Z","timestamp":1749217466000},"page":"72-79","source":"Crossref","is-referenced-by-count":15,"title":["Farm-LightSeek: An Edge-Centric Multimodal Agricultural IoT Data Analytics Framework With Lightweight LLMs"],"prefix":"10.1109","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-5898-4403","authenticated-orcid":false,"given":"Dawen","family":"Jiang","sequence":"first","affiliation":[{"name":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology, Wuhan, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3123-4390","authenticated-orcid":false,"given":"Zhishu","family":"Shen","sequence":"additional","affiliation":[{"name":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology, Wuhan, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5831-8378","authenticated-orcid":false,"given":"Qiushi","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Engineering, Swinburne University of Technology, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7195-4472","authenticated-orcid":false,"given":"Tiehua","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Tongji University, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0608-065X","authenticated-orcid":false,"given":"Wei","family":"Xiang","sequence":"additional","affiliation":[{"name":"School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0306-2691","authenticated-orcid":false,"given":"Jiong","family":"Jin","sequence":"additional","affiliation":[{"name":"School of Engineering, Swinburne University of Technology, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3230505"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2024.103905"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2021.3119950"},{"key":"ref4","first-page":"34892","article-title":"Visual instruction tuning","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"36","author":"Liu","year":"2023"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2025.3532688"},{"key":"ref6","first-page":"8690","article-title":"Geoclip: Clip-inspired alignment between locations and images for effective worldwide geo-localization","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"36","author":"Vivanco Cepeda","year":"2023"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58595-2_40"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00926"},{"key":"ref9","first-page":"1","article-title":"MiniLLM: Knowledge distillation of large language models","volume-title":"Proc. Int. Conf. Learn. Representations (ICLR)","author":"Gu","year":"2024"},{"key":"ref10","first-page":"24872","article-title":"DistiLLM: Towards streamlined distillation for large language models","volume-title":"Proc. Int. Conf. Mach. Learn. (ICLR)","author":"Ko","year":"2024"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3701551.3703577"},{"key":"ref12","first-page":"1","article-title":"LLaVA-MoD: Making LLaVA tiny via MoE knowledge distillation","volume-title":"Proc. Int. Conf. Learn. Representations (ICLR)","author":"Shu","year":"2025"},{"key":"ref13","article-title":"LLaVA-KD: A framework of distilling multimodal large language models","author":"Cai","year":"2024"},{"key":"ref14","article-title":"TinyLLaVA: A framework of small-scale large multimodal models","author":"Zhou","year":"2024"},{"key":"ref15","article-title":"Agri-LLaVA: Knowledge-infused large multimodal assistant on agricultural pests and diseases","author":"Wang","year":"2024"}],"container-title":["IEEE Internet of Things Magazine"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/8548628\/11197740\/11027609.pdf?arnumber=11027609","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T17:37:38Z","timestamp":1761673058000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11027609\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":15,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/miot.2025.3575887","relation":{},"ISSN":["2576-3199","2576-3180"],"issn-type":[{"value":"2576-3199","type":"electronic"},{"value":"2576-3180","type":"print"}],"subject":[],"published":{"date-parts":[[2025,9]]}}}