Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1815010(2022)
3D Reconstruction and Semantic Segmentation Method Combining PointNet and 3D-LMNet from Single Image
[1] Tong S, Xu X G, Yi C T et al. Overview on vision-based 3D reconstruction[J]. Application Research of Computers, 28, 2411-2417(2011).
[2] Zheng Y P, Li G Y, Li Y. Survey of application of deep learning in image recognition[J]. Computer Engineering and Applications, 55, 20-36(2019).
[3] Yang B, Zhong J Y. Review of convolution neural network[J]. Journal of University of South China (Science and Technology), 30, 66-72(2016).
[4] Chen J, Zhang Y Q, Song P et al. Application of deep learning to 3D object reconstruction from a single image[J]. Acta Automatica Sinica, 45, 657-668(2019).
[5] Dong P H, Ke L J. Overview of 3D reconstruction techniques based on images[J]. Radio Communications Technology, 45, 115-119(2019).
[13] Zhu Y Z, Zhang Y P, Feng Q S. Colorful 3D reconstruction from single image based on deep learning[J]. Laser & Optoelectronics Progress, 58, 1410010(2021).
[14] Zhang A W, Liu L L, Zhang X Z. Multi-feature 3D road point cloud semantic segmentation method based on convolutional neural network[J]. Chinese Journal of Lasers, 47, 0410001(2020).
[15] Hu T, Li W H, Qin X X. Semantic segmentation of polarimetric synthetic aperture radar images based on multi-layer deep feature fusion[J]. Chinese Journal of Lasers, 46, 0210001(2019).
[16] Xu C, Wang L. Image semantic segmentation method based on improved DeepLabv3+ network[J]. Laser & Optoelectronics Progress, 1610008(2021).
[17] Bao H L, Wan M, Liu Z X et al. Real-time semantic segmentation network based on regional self-attention[J]. Laser & Optoelectronics Progress, 58, 0810018(2021).
[19] Rubner Y, Tomasi C, Guibas L J. A metric for distributions with applications to image databases[C], 59-66(1998).
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Hui Chen, Yong Tong, Li Zhu, Weibin Liang. 3D Reconstruction and Semantic Segmentation Method Combining PointNet and 3D-LMNet from Single Image[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1815010
Category: Machine Vision
Received: Jun. 15, 2021
Accepted: Aug. 10, 2021
Published Online: Aug. 29, 2022
The Author Email: Chen Hui (chenhui@shiep.edu.cn)