{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,23]],"date-time":"2026-07-23T15:37:04Z","timestamp":1784821024938,"version":"3.55.0"},"reference-count":68,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100004479","name":"Natural Science Foundation of Qinghai Province","doi-asserted-by":"publisher","award":["2023-QLGKLYCZX-017"],"award-info":[{"award-number":["2023-QLGKLYCZX-017"]}],"id":[{"id":"10.13039\/501100004479","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3560393","type":"journal-article","created":{"date-parts":[[2025,4,14]],"date-time":"2025-04-14T17:40:06Z","timestamp":1744652406000},"page":"66051-66064","source":"Crossref","is-referenced-by-count":6,"title":["GSF-YOLOv8: A Novel Approach for Fire Detection Using Gather-Distribute Mechanism and SimAM Attention"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-6558-2464","authenticated-orcid":false,"given":"Caixiong","family":"Li","sequence":"first","affiliation":[{"name":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3117-7074","authenticated-orcid":false,"given":"Dali","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-4613-5352","authenticated-orcid":false,"given":"Xing","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-7341-6854","authenticated-orcid":false,"given":"Peng","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3390\/fire1010009"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.firesaf.2009.08.005"},{"key":"ref3","volume-title":"World Fire Statistics"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.04.083"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/s22093310"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s10694-020-01064-z"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2019.08.007"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s10694-020-00986-y"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-017-5090-2"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2021.108309"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-017-9569-z"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3390\/s23146635"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1117\/12.487050"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2006.12.003"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.firesaf.2009.08.003"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s12555-010-0414-2"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.firesaf.2011.01.001"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.optlastec.2012.08.040"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/MGRS.2016.2540798"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.169"},{"key":"ref21","first-page":"91","article-title":"Faster R-CNN: Towards real-time object detection with region proposal networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"28","author":"Ren"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8682647"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.proeng.2017.12.034"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-99-8398-8_10"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11760-024-03250-w"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/s20195490"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3390\/fire7040135"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s11760-021-02060-8"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115125"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.3390\/ai2040034"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46448-0_2"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.91"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.690"},{"key":"ref34","article-title":"YOLOv3: An incremental improvement","author":"Redmon","year":"2018","journal-title":"arXiv:1804.02767"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2004.10934"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2209.02976"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00721"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/su14094930"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.3390\/fire7030093"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3390\/fire7020054"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-023-08809-1"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3322143"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2024.0150109"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3390\/make5030039"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/fire7040140"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3390\/app132011548"},{"key":"ref47","first-page":"1","article-title":"Gold-YOLO: Efficient object detector via gather-and-distribute mechanism","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"36","author":"Wang"},{"key":"ref48","first-page":"11863","article-title":"SimAM: A simple, parameter-free attention module for convolutional neural networks","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Yang"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.324"},{"key":"ref50","volume-title":"D-Fire: An Image Dataset for Fire and Smoke Detection"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01079"},{"key":"ref52","volume-title":"Ultralytics-YOLOv5"},{"key":"ref53","volume-title":"YOLOv7"},{"key":"ref54","volume-title":"Ultralytics-YOLOv8"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01605"},{"key":"ref56","article-title":"YOLOv10: Real-time end-to-end object detection","author":"Wang","year":"2024","journal-title":"arXiv:2405.14458"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3016431"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/s11554-021-01124-9"},{"key":"ref59","article-title":"YOLOX: Exceeding YOLO series in 2021","author":"Ge","year":"2021","journal-title":"arXiv:2107.08430"},{"key":"ref60","article-title":"PP-PicoDet: A better real-time object detector on mobile devices","author":"Yu","year":"2021","journal-title":"arXiv:2111.00902"},{"issue":"10","key":"ref61","article-title":"An improved lightweight fire detection algorithm based on cascade sparse query","volume":"50","author":"Xiaoxue","year":"2023","journal-title":"Opto-Electronic Eng."},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP49359.2023.10222202"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.3390\/f15010210"},{"key":"ref64","article-title":"SDXL: Improving latent diffusion models for high-resolution image synthesis","author":"Podell","year":"2023","journal-title":"arXiv:2307.01952"},{"key":"ref65","volume-title":"WildFire Smoke Dataset YOLO"},{"key":"ref66","article-title":"Wise-IoU: Bounding box regression loss with dynamic focusing mechanism","author":"Tong","year":"2023","journal-title":"arXiv:2301.10051"},{"key":"ref67","article-title":"Inner-IoU: More effective intersection over union loss with auxiliary bounding box","author":"Zhang","year":"2023","journal-title":"arXiv:2311.02877"},{"key":"ref68","article-title":"MPDIoU: A loss for efficient and accurate bounding box regression","author":"Ma","year":"2023","journal-title":"arXiv:2307.07662"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/10964263.pdf?arnumber=10964263","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,22]],"date-time":"2025-04-22T05:26:37Z","timestamp":1745299597000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10964263\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":68,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3560393","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}