郑州大学学报（理学版）2026，Vol.58Issue(5)：1-13,13.DOI:10.13705/j.issn.1671-6841.2025025
脑启发的遮挡目标识别模型研究综述
A Review of Brain-inspired Models for Occluded Object Recognition
摘要
Abstract
Occluded object recognition was one of the core challenges in the field of computer vision.Fea-ture loss and confusion caused by object occlusion severely limited the performance of current object recog-nition models.Studies showed that the human visual system possessed excellent capabilities in recognizing occluded objects and strong adaptability to occluded scenes,providing a biological basis and innovative di-rection for constructing brain-inspired occluded object recognition models.The research progress of brain-inspired occluded object recognition models was reviewed.Firstly,the current mainstream occluded object recognition models were introduced.Then,focusing on the biological foundations of brain-inspired models,the key roles of neural mechanisms such as hierarchical processing in the visual cortex in visual reasoning were explained.Furthermore,occluded object recognition models that simulated biological visual mecha-nisms was evaluated.Finally,existing works were summarized and the development directions of current brain-inspired occluded object recognition models were discussed.It was pointed out out that the explora-tion of biological mechanisms remained a major challenge in the innovation of brain-inspired models.关键词
遮挡目标识别/脑机制/视觉系统/脑启发模型Key words
occluded object recognition/brain mechanism/visual system/brain-inspired model分类
信息技术与安全科学引用本文复制引用
张利朋,李瑞琪,王宁,曹亮,孟振江,李翠霞,胡玉霞..脑启发的遮挡目标识别模型研究综述[J].郑州大学学报（理学版）,2026,58(5):1-13,13.基金项目
河南省科技创新2030重大项目(2022ZD0208500) （2022ZD0208500）
河南省科技计划项目(202102310210,232102210072) （202102310210,232102210072）
