{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T15:34:45Z","timestamp":1771515285514,"version":"3.50.1"},"reference-count":27,"publisher":"Tech Science Press","issue":"3","license":[{"start":{"date-parts":[[2024,12,29]],"date-time":"2024-12-29T00:00:00Z","timestamp":1735430400000},"content-version":"vor","delay-in-days":363,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2024]]},"DOI":"10.32604\/cmc.2024.056773","type":"journal-article","created":{"date-parts":[[2024,10,31]],"date-time":"2024-10-31T08:21:29Z","timestamp":1730362889000},"page":"3881-3901","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":2,"title":["YOLO-DEI: Enhanced Information Fusion Model for Defect Detection in LCD"],"prefix":"10.32604","volume":"81","author":[{"given":"Shi","family":"Luo","sequence":"first","affiliation":[]},{"given":"Sheng","family":"Zheng","sequence":"additional","affiliation":[]},{"given":"Yuxin","family":"Zhao","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2024]]},"reference":[{"key":"ref1","first-page":"198","article-title":"Research progress of surface defect detection method based on machine vision","volume":"43","author":"Zhao","year":"2022","journal-title":"J. Instrum."},{"key":"ref2","first-page":"342","article-title":"Improved YOLOv8-based pedestrian detection algorithm forscenic areas","volume":"50","author":"Gui","year":"2024","journal-title":"Comput. Eng."},{"key":"ref3","doi-asserted-by":"crossref","first-page":"1904","DOI":"10.1109\/TPAMI.2015.2389824","article-title":"Spatial pyramid pooling in deep convolutional networks for visual recognition","volume":"37","author":"He","year":"2015","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref4","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","first-page":"1440","article-title":"Fast R-CNN","author":"Girshick","year":"Dec. 7\u201313, 2015"},{"key":"ref5","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","first-page":"6154","article-title":"Cascade R-CNN: Delving into high quality object detection","author":"Cai","year":"Jun. 18\u201322, 2018"},{"key":"ref6","series-title":"Comput. Vis.\u2013ECCV 2016: 14th Eur. Conf.","first-page":"21","article-title":"SSD: Single shot multibox detector","author":"Liu","year":"Oct. 11\u201314, 2016"},{"key":"ref7","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","first-page":"22","article-title":"Focal loss for dense object detection","author":"Lin","year":"Oct. 22\u201329, 2017"},{"key":"ref8","article-title":"Application of fuzzy expert system in defect inspection of TFT-LCD","volume":"17","author":"Zhang","year":"2006","journal-title":"J. Optoelectron. Laser"},{"key":"ref9","series-title":"8th Int. Conf. on Qual. Control by Artif. Vis.","article-title":"A method of mura intensity quantification using multi-level sliced images","author":"Taniguchi","year":"2007"},{"key":"ref10","first-page":"7","article-title":"Surface defect inspection of TFT-LCD panels based on 2D DFT","volume":"43","author":"Zhang","year":"2016","journal-title":"Opto-Electron. Eng."},{"key":"ref11","first-page":"93","article-title":"Defect detection of LCD based on texture elimination","volume":"44","author":"Wang","year":"2021","journal-title":"Electron. Meas. Technol."},{"key":"ref12","first-page":"314","article-title":"Automatic segmentation of defect in high-precision and small-field TFT-LCD images","volume":"59","author":"Yang","year":"2022","journal-title":"Laser Optoelectron. Prog."},{"key":"ref13","doi-asserted-by":"crossref","first-page":"4269","DOI":"10.1109\/TCSVT.2021.3051003","article-title":"Multi-scale boosting feature encoding network for texture recognition","volume":"31","author":"Song","year":"2021","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref14","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1109\/TSM.2017.2648856","article-title":"Unsupervised-learning-based featurelevel fusion method for mura defect recognition","volume":"30","author":"Mei","year":"2017","journal-title":"IEEE Trans. Semicond. Manuf."},{"key":"ref15","first-page":"375","article-title":"Cell phone screen defect segmentation based on unsupervised networks","volume":"58","author":"Dai","year":"2021","journal-title":"Laser & Optoelectron. Prog."},{"key":"ref16","doi-asserted-by":"crossref","first-page":"1450","DOI":"10.1109\/TASE.2018.2886031","article-title":"Multiscale featureclustering-based fully convolutional autoencoder for fast accurate visual inspection of texture surface defects","volume":"16","author":"Yang","journal-title":"IEEE Trans. Autom. Sci. Eng."},{"key":"ref17","series-title":"presented at the Eur. Conf. Comput. Vis. (ECCV)","first-page":"3","article-title":"CBAM: Convolutional block attention module","author":"Woo","year":"Sep. 8\u201314, 2018"},{"key":"ref18","unstructured":"Y. Liu, Z. Shao, and N. Hoffmann, \u201cGlobal attention mechanism: Retain information to enhance channel-spatial interactions,\u201d 2021, arXiv:2112.05561."},{"key":"ref19","article-title":"Context-enhanced network with spatial-aware graph for smartphone screen defect detection","volume":"24","author":"Liang","year":"2024","journal-title":"Sensors"},{"key":"ref20","first-page":"506","article-title":"Research on lightweight PCB defect detection based on dual-channel attention","volume":"35","author":"Peng","year":"2024","journal-title":"Optoelectroni. Laser"},{"key":"ref21","series-title":"presented at the WWW '21: The Web Conf. 2021","article-title":"DCN V2: Improved deep & cross network and practical lessons for web-scale learning to rank systems","author":"Wang","year":"Apr. 19\u201323, 2021"},{"key":"ref22","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","first-page":"764","article-title":"Deformable convolutional networks","author":"Dai","year":"Oct. 22\u201329, 2017"},{"key":"ref23","series-title":"Proc. of the IEEE Comput. Soc. Conf. on Comput. Vis. and Pattern Recognit.","first-page":"1577","article-title":"GhostNet: More features from cheap operations","author":"Han","year":"2020"},{"key":"ref24","unstructured":"W. Xu and Y. Wan, \u201cELA: Efficient local attention for deep convolutional neural networks,\u201d 2024. doi: 10.48550\/arXiv.2403.01123."},{"key":"ref25","series-title":"presented at the Int. Conf. Mach. Learn.","article-title":"SimAM: A simple, parameter-free attention module for convolutional neural networks","author":"Yang","year":"Jul. 18\u201324, 2021"},{"key":"ref26","series-title":"presented at the 2019 IEEE\/CVF Int. Conf. Comput. Vis. (ICCV)","article-title":"FCOS: Fully convolutional one-stage object detection","author":"Tian","year":"Oct. 27\u2013Nov. 2, 2019"},{"key":"ref27","unstructured":"Z. Ge, \u201cExceeding YOLO series in 2021,\u201d 2021. doi: 10.48550\/arXiv.2107.08430."}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.techscience.com\/cmc\/v81n3\/59032\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,7]],"date-time":"2025-03-07T06:05:02Z","timestamp":1741327502000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v81n3\/59032"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":27,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2024]]},"published-print":{"date-parts":[[2024]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.056773","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"2024-07-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-10-12","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-12-19","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}