Speed Invariant Time Surface for Learning to Detect Corner Points with Event-Based Cameras

作者: Davide Migliore , Vincent Lepetit , Amos Sironi , Nicolas Bourdis , Jacques Manderscheid

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摘要: … We propose a learning approach to corner detection for event-based cameras that is stable … images, and simple extensions of corner detection methods designed for these images do …

参考文章(64)
Leo Breiman, Random Forests Machine Learning archive. ,vol. 45, pp. 5- 32 ,(2001) , 10.1023/A:1010933404324
Bharath Ramesh, Hong Yang, Garrick Michael Orchard, Ngoc Anh Le Thi, Shihao Zhang, Cheng Xiang, DART: Distribution Aware Retinal Transform for Event-Based Cameras IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 42, pp. 2767- 2780 ,(2020) , 10.1109/TPAMI.2019.2919301
Amos Sironi, Manuele Brambilla, Nicolas Bourdis, Xavier Lagorce, Ryad Benosman, HATS: Histograms of Averaged Time Surfaces for Robust Event-Based Object Classification computer vision and pattern recognition. pp. 1731- 1740 ,(2018) , 10.1109/CVPR.2018.00186
Daniel DeTone, Tomasz Malisiewicz, Andrew Rabinovich, SuperPoint: Self-Supervised Interest Point Detection and Description computer vision and pattern recognition. pp. 337- 33712 ,(2018) , 10.1109/CVPRW.2018.00060
Elias Mueggler, Henri Rebecq, Guillermo Gallego, Tobi Delbruck, Davide Scaramuzza, The event-camera dataset and simulator: Event-based data for pose estimation, visual odometry, and SLAM: The International Journal of Robotics Research. ,vol. 36, pp. 142- 149 ,(2017) , 10.1177/0278364917691115
Daniel Martí, Mattia Rigotti, Mingoo Seok, Stefano Fusi, Energy-efficient neuromorphic classifiers Neural Computation. ,vol. 28, pp. 2011- 2044 ,(2016) , 10.1162/NECO_A_00882
Edward Rosten, Tom Drummond, Machine learning for high-speed corner detection european conference on computer vision. pp. 430- 443 ,(2006) , 10.1007/11744023_34
Filipp Akopyan, Jun Sawada, Andrew Cassidy, Rodrigo Alvarez-Icaza, John Arthur, Paul Merolla, Nabil Imam, Yutaka Nakamura, Pallab Datta, Gi-Joon Nam, Brian Taba, Michael Beakes, Bernard Brezzo, Jente B. Kuang, Rajit Manohar, William P. Risk, Bryan Jackson, Dharmendra S. Modha, TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. ,vol. 34, pp. 1537- 1557 ,(2015) , 10.1109/TCAD.2015.2474396
Yannick Verdie, Kwang Moo Yi, Pascal Fua, Vincent Lepetit, TILDE: A Temporally Invariant Learned DEtector computer vision and pattern recognition. pp. 5279- 5288 ,(2015) , 10.1109/CVPR.2015.7299165
Xavier Clady, Sio-Hoi Ieng, Ryad Benosman, Asynchronous event-based corner detection and matching Neural Networks. ,vol. 66, pp. 91- 106 ,(2015) , 10.1016/J.NEUNET.2015.02.013