Knowledge Commons of Institute of Automation,CAS
盲人视觉辅助导航技术研究 | |
周至公 | |
2021-05 | |
页数 | 80 |
学位类型 | 硕士 |
中文摘要 | 在室外开放复杂环境中,盲人出行存在很多安全隐患。利用视觉导航技术辅助盲人出行,保障盲人出行安全,对助老助残服务有重要意义,有很大的研究意义和实用价值。本文对盲人视觉辅助导航展开研究,具体研究内容如下: |
英文摘要 | In the open and complex outdoor environment, there are potential dangers for the blind when traveling. The use of visual navigation technology to assist the blind to travel and ensure their safety is of great significance and has great research and practical value. The main contributions are as follows: (1) Research on Blind Track Segmentation Based on Deep Learning This paper uses semantic segmentation based on deep learning to achieve visual perception. For the detection of blind tracks, the paper applies a lightweight semantic segmentation model. Aiming at the problem of insufficient data, a blind road segmentation data set is established for model training and evaluation. (2)Research on Knowledge Distillation Algorithm for Semantic Segmentation Most assistive devices for the blind are embedded mobile devices, and their computing resources are relatively limited. Considering the limited computing resources of embedded mobile devices, this paper studies the knowledge distillation for semantic segmentation, and proposes a novel semantic segmentation knowledge distillation method that focuses on spatial multi-scale differences, improves the segmentation effect of small models in traffic scenes, and balances the accuracy and efficiency. (3)Research on Knowledge Expression and Decision Reasoning in Aided Navigation The outdoor travel environment is highly dynamic and time-varying, which increases the difficulty of navigation decisions. The traffic rules and life experience related to decision-making in the travel scene are abstracted to knowledge, which is expressed to support visual perception and decision-making. The blind assisted navigation is abstracted into the decision-making process of the agent. Based on the belief-desire-intention (BDI) model, a framework is designed for assisted navigation combining knowledge, perception and decision-making. |
关键词 | 盲人辅助 视觉导航 语义分割 知识蒸馏 |
语种 | 中文 |
七大方向——子方向分类 | 目标检测、跟踪与识别 |
文献类型 | 学位论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/44961 |
专题 | 复杂系统认知与决策实验室_飞行器智能技术 |
推荐引用方式 GB/T 7714 | 周至公. 盲人视觉辅助导航技术研究[D]. 中国科学院自动化研究所. 中国科学院自动化研究所,2021. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Thesis.pdf(13620KB) | 学位论文 | 开放获取 | CC BY-NC-SA |
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