Constructing Semantic Map of Mobile Robots Based on Improved DeepLab V3+

Lin Li; Huaiyu Wu; Tianyu Zhang

doi:10.3788/LOP202259.1015002

[1] McCormac J, Clark R, Bloesch M et al. Fusion++: volumetric object-level SLAM[C], 32-41(2018).

[2] He K M, Gkioxari G, Dollár P et al. Mask R-CNN[C], 2980-2988(2017).

[3] Endo Y, Sato K, Yamashita A et al. Indoor positioning and obstacle detection for visually impaired navigation system based on LSD-SLAM[C], 158-162(2017).

[4] Engel J, Schöps T, Cremers D. LSD-SLAM: large-scale direct monocular SLAM[M]. Fleet D, Pajdla T, Schiele B, et al. Computer vision-ECCV 2014, 8690, 834-849(2014).

[5] Hu M Y, Zhang Y Z, Qin C et al. Semantic map construction based on deep convolutional neural network[J]. Robot, 41, 452-463(2019).

[6] Zou B, Lin S Y, Yin Z S. Semantic mapping based on YOLOv3 and visual SLAM[J]. Laser & Optoelectronics Progress, 57, 201012(2020).

[7] Mur-Artal R, Tardós J D. ORB-SLAM2: an open-source SLAM system for monocular, stereo, and RGB-D cameras[J]. IEEE Transactions on Robotics, 33, 1255-1262(2017).

[8] Sun J, Guo D B, Yang T T et al. Real-time object detection based on improved YOLOv3 network[J]. Laser & Optoelectronics Progress, 57, 221505(2020).

[9] Zhao Y. Semantic synchronously localization and mapping based on deep learning[D], 2-10(2018).

[10] Liu Y. Research on indoor 3D thermal modeling and perception technology in service robots[D], 43-54(2019).

[11] Chen L C, Zhu Y K, Papandreou G et al. Encoder-decoder with atrous separable convolution for semantic image segmentation[M]. Ferrari V, Hebert M, Sminchisescu C, et al. Computer vision-ECCV 2018, 11211, 833-851(2018).

[12] Sandler M, Howard A, Zhu M L et al. MobileNetV2:inverted residuals and linear bottlenecks[C], 4510-4520(2018).

[13] Wang P, Zhu R Z, Sun C K. Point cloud coarse registration algorithm with scene classification based on improved RANSAC[J]. Laser & Optoelectronics Progress, 57, 041510(2020).

[14] Zhang Y D, Yuan B, Li X. Reconstructing 3D map in indoor environment based on an improved ICP algorithm[J]. Journal of Central China Normal University (Natural Sciences), 51, 264-272(2017).

[15] Lin Y S. Research on target location and hand-eye calibration for 3D Bin-picking[D], 25-28(2020).