Stillleben: Realistic Scene Synthesis for Deep Learning in Robotics

作者: Sven Behnke , Max Schwarz

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摘要: Training data is the key ingredient for deep learning approaches, but difficult to obtain for the specialized domains often encountered in robotics. We describe a synthesis pipeline …

参考文章(23)
Pieter Abbeel, Aaron M. Dollar, Siddhartha S. Srinivasa, Berk Çalli, Arjun Singh, Aaron Walsman, Benchmarking in Manipulation Research: The YCB Object and Model Set and Benchmarking Protocols. arXiv: Robotics. ,(2015) , 10.1109/MRA.2015.2448951
R. L. Cook, K. E. Torrance, A Reflectance Model for Computer Graphics ACM Transactions on Graphics. ,vol. 1, pp. 7- 24 ,(1982) , 10.1145/357290.357293
Leonidas J. Guibas, Silvio Savarese, Manolis Savva, Shuran Song, Fisher Yu, Angel X. Chang, Hao Su, Thomas A. Funkhouser, Qi-Xing Huang, Pat Hanrahan, Li Yi, Jianxiong Xiao, Zimo Li, ShapeNet: An Information-Rich 3D Model Repository arXiv: Graphics. ,(2015)
Michael Garland, Paul S. Heckbert, Surface simplification using quadric error metrics international conference on computer graphics and interactive techniques. pp. 209- 216 ,(1997) , 10.1145/258734.258849
Yu Xiang, Wonhui Kim, Wei Chen, Jingwei Ji, Christopher Choy, Hao Su, Roozbeh Mottaghi, Leonidas Guibas, Silvio Savarese, ObjectNet3D: A Large Scale Database for 3D Object Recognition Computer Vision – ECCV 2016. pp. 160- 176 ,(2016) , 10.1007/978-3-319-46484-8_10
Tanner Schmidt, Richard Newcombe, Dieter Fox, Self-Supervised Visual Descriptor Learning for Dense Correspondence international conference on robotics and automation. ,vol. 2, pp. 420- 427 ,(2017) , 10.1109/LRA.2016.2634089
Yinda Zhang, Shuran Song, Ersin Yumer, Manolis Savva, Joon-Young Lee, Hailin Jin, Thomas Funkhouser, Physically-Based Rendering for Indoor Scene Understanding Using Convolutional Neural Networks 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). pp. 5057- 5065 ,(2017) , 10.1109/CVPR.2017.537
Josh Tobin, Rachel Fong, Alex Ray, Jonas Schneider, Wojciech Zaremba, Pieter Abbeel, Domain randomization for transferring deep neural networks from simulation to the real world 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). pp. 23- 30 ,(2017) , 10.1109/IROS.2017.8202133
Markus Oberweger, Mahdi Rad, Vincent Lepetit, Making Deep Heatmaps Robust to Partial Occlusions for 3D Object Pose Estimation european conference on computer vision. pp. 125- 141 ,(2018) , 10.1007/978-3-030-01267-0_8