{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T07:56:46Z","timestamp":1773734206838,"version":"3.50.1"},"reference-count":29,"publisher":"Tech Science Press","issue":"2","license":[{"start":{"date-parts":[[2024,11,24]],"date-time":"2024-11-24T00:00:00Z","timestamp":1732406400000},"content-version":"vor","delay-in-days":328,"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.2024.052138","type":"journal-article","created":{"date-parts":[[2024,10,16]],"date-time":"2024-10-16T06:41:46Z","timestamp":1729060906000},"page":"2243-2259","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":3,"title":["MCBAN: A Small Object Detection Multi-Convolutional Block Attention Network"],"prefix":"10.32604","volume":"81","author":[{"given":"Hina","family":"Bhanbhro","sequence":"first","affiliation":[]},{"given":"Yew Kwang","family":"Hooi","sequence":"additional","affiliation":[]},{"given":"Mohammad Nordin Bin","family":"Zakaria","sequence":"additional","affiliation":[]},{"given":"Worapan","family":"Kusakunniran","sequence":"additional","affiliation":[]},{"given":"Zaira Hassan","family":"Amur","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2024]]},"reference":[{"key":"ref1","article-title":"Fabric defect detection using the improved YOLOv3 model","volume":"15","author":"Jing","year":"2020","journal-title":"J. Eng. Fibers Fabrics"},{"key":"ref2","unstructured":"Z. Yu, H. Huang, W. Chen, Y. Su, Y. Liu and X. Wang, \u201cYOLO-FaceV2: A scale and occlusion aware face detector,\u201d 2019, arXiv:2208.0."},{"key":"ref3","series-title":"5th Int. Conf. Intell. Comput. Signal Process. (ICSP)","article-title":"Overview of two-stage object detection algorithms","volume":"1544","author":"Du","year":"20\u201322 Mar., 2020"},{"key":"ref4","doi-asserted-by":"crossref","DOI":"10.3390\/rs12193118","article-title":"MRFF-YOLO: A multi-receptive fields fusion network for remote sensing target detection","volume":"12","author":"Xu","year":"2020","journal-title":"Remote Sens."},{"key":"ref5","series-title":"IEEE Int. Conf. Digital Transform. Intell. (ICDI)","first-page":"1","article-title":"Modern approaches towards object detection of complex engineering drawings","author":"Bhanbhro","year":"Dec. 2022"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"3039","DOI":"10.1109\/TMM.2020.2971175","article-title":"Hierarchical context features embedding for object detection","volume":"22","author":"Qiu","year":"2020","journal-title":"IEEE Trans. Multimed."},{"key":"ref7","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 Analysis Mach. Intell."},{"key":"ref8","series-title":"Proc. IEEE Int. Conf. Comput. Vis.","first-page":"1440","article-title":"Fast R-CNN","author":"Girshick","year":"Dec. 2015"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"1137","DOI":"10.1109\/TPAMI.2016.2577031","article-title":"Faster R-CNN: Towards real-time object detection with region proposal networks","volume":"39","author":"Ren","year":"2016","journal-title":"IEEE Trans. Pattern Analysis Mach. Intell."},{"key":"ref10","series-title":"Proc. IEEE Int. Conf. Comput. Visi.","first-page":"2961","article-title":"Mask R-CNN","author":"He","year":"Oct. 2017"},{"key":"ref11","series-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit.","first-page":"779","article-title":"You only look once: Unified, real-time object detection","author":"Redmon","year":"Jun. 2016"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/j.pce.2018.12.001","article-title":"An automatic traffic density estimation using Single Shot Detection (SSD) and MobileNet-SSD","volume":"110","author":"Biswas","year":"2019","journal-title":"Phys Chem. Earth A\/B\/C"},{"key":"ref13","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"10781","article-title":"EfficientDet: Scalable and efficient object detection","author":"Tan","year":"Jun. 2020"},{"key":"ref14","doi-asserted-by":"crossref","DOI":"10.3390\/app13158816","article-title":"A symbol recognition system for single-line diagrams developed using a deep-learning approach","volume":"13","author":"Bhanbhro","year":"2023","journal-title":"Appl. Sci."},{"key":"ref15","first-page":"20","article-title":"Lightweight YOLOv8 PCB defect detection algorithm based on triple attention","volume":"41","author":"Shen","year":"2024","journal-title":"Microelectron. Comput."},{"key":"ref16","doi-asserted-by":"crossref","first-page":"90629","DOI":"10.1109\/ACCESS.2024.3420730","article-title":"Enhanced small drone detection using optimized YOLOv8 with attention mechanisms","volume":"12","author":"Zamri","year":"2024","journal-title":"IEEE Access"},{"key":"ref17","doi-asserted-by":"crossref","DOI":"10.3390\/s22218221","article-title":"AIE-YOLO: Auxiliary information enhanced YOLO for small object detection","volume":"22","author":"Yan","year":"2022","journal-title":"Sensors"},{"key":"ref18","series-title":"Proc. European Conf. Comput. Vis.","first-page":"3","article-title":"CBAM: Convolutional Block Attention Module","author":"Woo","year":"Sep. 2018"},{"key":"ref19","article-title":"YOLOv8-QR: An improved YOLOv8 model via attention mechanism for object detection of QR code defects","volume":"118","author":"Zhao","year":"2024","journal-title":"Comput. Electri. Eng."},{"key":"ref20","article-title":"Lightweight underwater object detection based on yolo v4 and multi-scale attentional feature fusion","volume":"13","author":"Zhang","year":"2021","journal-title":"Remote Sens."},{"key":"ref21","series-title":"IEEE Int. Conf. Digital Transform. Intell. (ICDI)","first-page":"121","article-title":"Modern deep learning approaches for symbol detection in complex engineering drawings","author":"Bhanbhro","year":"Dec. 2022"},{"key":"ref22","doi-asserted-by":"crossref","unstructured":"Y. Zhao, L. Zhao, Z. Liu, D. Hu, G. Kuang and L. Liu, \u201cAttentional feature refinement and alignment network for aircraft detection in SAR imagery,\u201d 2022, arXiv:2201.07124.","DOI":"10.1109\/TGRS.2021.3139994"},{"key":"ref23","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"11534","article-title":"ECA-Net: Efficient channel attention for deep convolutional neural networks","author":"Wang","year":"Jun. 2020"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"4367","DOI":"10.1007\/s10489-020-02116-1","article-title":"Image super-resolution reconstruction based on feature map attention mechanism","volume":"51","author":"Chen","year":"2021","journal-title":"Appl. Intell."},{"key":"ref25","series-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit.","first-page":"7132","article-title":"Squeeze-and-excitation networks","author":"Hu","year":"Jun. 2018"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"125122","DOI":"10.1109\/ACCESS.2023.3330844","article-title":"DS-YOLOv8-Based object detection method for remote sensing images","volume":"11","author":"Shen","year":"2023","journal-title":"IEEE Access"},{"key":"ref27","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"1261","article-title":"Rip current segmentation: A novel benchmark and YOLOv8 baseline results","author":"Dumitriu","year":"Jun. 2023"},{"key":"ref28","series-title":"Proc. IEEE Int. Conf. Comput. Vis.","first-page":"2980","article-title":"Focal loss for dense object detection","author":"Lin","year":"Oct. 2017"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/s11263-009-0275-4","article-title":"The pascal visual object classes (VOC) challenge","volume":"88","author":"Everingham","year":"2010","journal-title":"Int. J. Comput. Vis."}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.techscience.com\/files\/cmc\/2024\/TSP_CMC-81-2\/TSP_CMC_52138\/TSP_CMC_52138.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,7]],"date-time":"2025-03-07T03:59:13Z","timestamp":1741319953000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v81n2\/58625"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":29,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2024]]},"published-print":{"date-parts":[[2024]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.052138","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"2024-03-24","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-07-23","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-11-18","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}