Qian Feng is an external PhD student working at Agile Robots AG under supervison of Prof. Dr.-Ing. habil. Alois Christian Knoll, started from 2020. He graduated with the Master of Science degree in Mechatronik and Info. Tech. from the Technische Universität München, Germany, in 2019. He received the Bachelor of Engineering degree in Mechatronics from Zhejiang University, Hangzhou, China.
His research focuses on robotic grasping, deep learning in computer vision, sim2real transformation, tactile sensing.
Offered Thesis
Open theses:
We provide open theses the topic of "Grasping Unknown Objects with Multi-fingered Hands". Feel free to contact me if you are interested.
Supervised Research Practice (Forschungspraktikum)
[WS20]: Gengyuan Zhang- "Automatic Camera Calibration for Robotic Grasping"
[SS21]: Yansong Wu- "Learning based Robotic Assembly using Force/Tactile Feedback"
Qian Feng, David S Martinez Lema, Mohammadhossein Malmir, Hang Li, Jianxiang Feng, Zhaopeng Chen, Alois Knoll: DexGANGrasp: Dexterous Generative Adversarial Grasping Synthesis for Task-Oriented Manipulation, 2024 mehr…BibTeX
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Qian Feng, Jianxiang Feng, Zhaopeng Chen, Rudolph Triebel, Alois Knoll: FFHFlow: A Flow-based Variational Approach for Multi-fingered Grasp Synthesis in Real Time, 2024 mehr…BibTeX
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Zhi Zheng, Qian Feng, Hang Li, Alois Knoll, Jianxiang Feng: Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners. IEEE 2024 International Conference on Robotics and Automation (ICRA), 2024Workshop Back to the Future: Robot Learning Going Probabilisticmehr…BibTeX
Cao, Hu; Chen, Guang; Li, Zhijun; Feng, Qian; Lin, Jianjie; Knoll, Alois: Efficient Grasp Detection Network With Gaussian-Based Grasp Representation for Robotic Manipulation. IEEE/ASME Transactions on Mechatronics, 2022, 1-11 mehr…BibTeX
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Qian Feng, Vincent Mayer, Jun Deng, Yunlei Shi, Zhaopeng Chen, Alois Knoll: FFHNet: Generating Multi-Fingered Robotic Grasps for Unknown Objects in Real-time. 2022 International Conference on Robotics and Automation (ICRA), 2022 mehr…BibTeX
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Yuan, Chengjie; Shi, Yunlei; Feng, Qian; Chang, Chunyang; Chen, Zhaopeng; Knoll, Alois C.; Zhang, Jianwei: Sim-to-Real Transfer of Robotic Assembly with Visual Inputs Using CycleGAN and Force Control. CoRR abs/2208.14104, 2022 mehr…BibTeX
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2021
Deng, Jun; Gao, Chunhui; Feng, Qian; Xu, Xinzhou; Chen, Zhaopeng: Adaptive Generalized Cross-Entropy Loss for Sound Event Classification with Noisy Labels. 2021 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2021 mehr…BibTeX
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Shi, Yunlei; Chen, Zhaopeng; Liu, Hongxu; Riedel, Sebastian; Gao, Chunhui; Feng, Qian; Deng, Jun; Zhang, Jianwei: Proactive Action Visual Residual Reinforcement Learning for Contact-Rich Tasks Using a Torque-Controlled Robot. 2021 IEEE International Conference on Robotics and Automation (ICRA), 2021 mehr…BibTeX
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Shi, Yunlei; Chen, Zhaopeng; Wu, Yansong; Henkel, Dimitri; Riedel, Sebastian; Liu, Hongxu; Feng, Qian; Zhang, Jianwei: Combining Learning from Demonstration with Learning by Exploration to Facilitate Contact-Rich Tasks. 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021 mehr…BibTeX
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2020
Qian Feng, Zhaopeng Chen, Jun Deng, Chunhui Gao, Jianwei Zhang, Alois Knoll: Center-of-Mass-based Robust Grasp Planning for Unknown Objects Using Tactile-Visual Sensors. 2020 IEEE International Conference on Robotics and Automation (ICRA), 2020 mehr…BibTeX
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