Single Camera-based Algorithm for Depth Map Generation in UAV

被引:0
|
作者
Xiong, Hao [1 ,3 ]
Zhang, Changlong [2 ,3 ]
Yang, Xuesong [3 ]
Li, Lizheng [1 ]
机构
[1] Cent South Univ, Coll Informat Sci & Engn, Changsha, Hunan, Peoples R China
[2] Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China
[3] Hunan Keyshare Informat Technol Co LTD, Changsha, Hunan, Peoples R China
来源
2015 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND INTELLIGENT CONTROL (ISIC 2015) | 2015年
关键词
Depth Map; UAV; Single Camera; Image Matching; Obstacles Avoiding;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a method of depth map generating based on the single camera of the UAV is presented. First, feature point matching is performed on sequential image sequences. Then, the feature points are matched to the larger scale to find the current frame image and the previous larger scale of the frame image. Next, according to the UAV speed, image frame rate and the larger scale to calculate the depth information of these feature points. Finally, the deep map is generated according to the depth information. The experiment proves that the target which has obvious features can be detected by the method mentioned in this paper to generate the depth map, as a result, the path planning of the UAV can avoid obstacles to reach the destination.
引用
收藏
页码:441 / 447
页数:7
相关论文
共 50 条
  • [21] Stereo Matching and Depth Map Collection Algorithm Based on Deep Learning
    Xu, Hao
    2017 IEEE INTERNATIONAL CONFERENCE ON IMAGING SYSTEMS AND TECHNIQUES (IST), 2017, : 336 - 341
  • [22] COST-AWARE DEPTH MAP ESTIMATION FOR LYTRO CAMERA
    Kim, Min-Jung
    Oh, Tae-Hyun
    Kweon, In So
    2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 36 - 40
  • [23] Path following and obstacle avoidance for an autonomous UAV using a depth camera
    Iacono, Massimiliano
    Sgorbissa, Antonio
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2018, 106 : 38 - 46
  • [24] Depth map generation from geometry and motion
    Li, Qianmin
    Ge, Chenyang
    Ren, Pengju
    Yao, Huimin
    FIFTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2013), 2013, 8878
  • [25] Depth-map generation by image classification
    Battiato, S
    Curti, S
    La Cascia, M
    Tortora, M
    Scordato, E
    THREE-DIMENSIONAL IMAGE CAPTURE AND APPLICATIONS VI, 2004, 5302 : 95 - 104
  • [26] A Switching Morphological Algorithm for Depth Map Recovery
    Ruchay, Alexey N.
    Dorofeev, Konstantin A.
    Kalschikov, Vsevolod V.
    ANALYSIS OF IMAGES, SOCIAL NETWORKS AND TEXTS, AIST 2019, 2019, 11832 : 357 - 366
  • [27] An iterative trilateral filter algorithm for depth map
    Gao, Kai
    Piao, Yan
    Zhang, Jing-he
    SELECTED PAPERS FROM CONFERENCES OF THE PHOTOELECTRONIC TECHNOLOGY COMMITTEE OF THE CHINESE SOCIETY OF ASTRONAUTICS 2014, PT I, 2015, 9521
  • [28] Map Reconstruction in UAV Networks via Fusion of Radio and Depth Measurements
    Esrafilian, Omid
    Gangula, Rajeev
    Gesbert, David
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [29] Mono camera-based GPS spoofing detection for aerial vehicles
    Petro, Peter
    Bauer, Peter
    IFAC PAPERSONLINE, 2024, 58 (04): : 126 - 131
  • [30] Monocular SLAM Algorithm Based On Improved Depth Map Estimation And Keyframe Selection
    Kuang, Hailan
    Zhang, Kaiwei
    Li, Ruifang
    Liu, Xinhua
    2018 10TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2018, : 350 - 353