Awesome Perception
Perception is one of the most active areas in Awesome Robotics β 5,993 papers in this collection, evaluated on datasets like LIBERO, RLBench, HM-3D. A strong starting point is "Learning Hand-eye Coordination For Robotic Grasping With Deep Learning And Large-scale Data Collection".
Datasets & benchmarks
Key papers
- Learning Hand-eye Coordination For Robotic Grasping With Deep Learning And Large-scale Data Collection (2016)Sergey Levine, Peter Pastor, Alex Krizhevsky, et al.23.20
- DOOR-SLAM: Distributed, Online, And Outlier Resilient SLAM For Robotic Teams (2019)Pierre-Yves Lajoie, Benjamin Ramtoula, Yun Chang, et al.22.27
- Grasp Pose Detection In Point Clouds (2017)Andreas Ten Pas, Marcus Gualtieri, Kate Saenko, et al.20.13
- Antipodal Robotic Grasping Using Generative Residual Convolutional Neural Network (2019)Sulabh Kumra, Shirin Joshi, Ferat Sahin19.27
- Deep Visual Foresight For Planning Robot Motion (2016)Chelsea Finn, Sergey Levine19.03
- Pointnetgpd: Detecting Grasp Configurations From Point Sets (2018)Hongzhuo Liang, Xiaojian Ma, Shuang Li, et al.18.90
- More Than A Feeling: Learning To Grasp And Regrasp Using Vision And Touch (2018)Roberto Calandra, Andrew Owens, Dinesh Jayaraman, et al.18.49
- Contact-aided Invariant Extended Kalman Filtering For Robot State Estimation (2019)Ross Hartley, Maani Ghaffari, Ryan M. Eustice, et al.18.25
- A Survey On Active Simultaneous Localization And Mapping: State Of The Art And New Frontiers (2022)Julio A. Placed, Jared Strader, Henry Carrillo, et al.18.19
- Diverse And Admissible Trajectory Forecasting Through Multimodal Context Understanding (2020)Seong Hyeon Park, Gyubok Lee, Manoj Bhat, et al.18.13
- VAD: Vectorized Scene Representation For Efficient Autonomous Driving (2023)Bo Jiang, Shaoyu Chen, Qing Xu, et al.18.06
- RAPTOR: Robust And Perception-aware Trajectory Replanning For Quadrotor Fast Flight (2020)Boyu Zhou, Jie Pan, Fei Gao, et al.18.04
- Regnet: Region-based Grasp Network For End-to-end Grasp Detection In Point Clouds (2020)Binglei Zhao, Hanbo Zhang, Xuguang Lan, et al.17.99
- RGB-D SLAM In Dynamic Environments Using Point Correlations (2018)Weichen Dai, Yu Zhang, Ping Li, et al.17.76
- Anymal Parkour: Learning Agile Navigation For Quadrupedal Robots (2023)David Hoeller, Nikita Rudin, Dhionis Sako, et al.17.57
- Perceptive Locomotion Through Nonlinear Model Predictive Control (2022)Ruben Grandia, Fabian Jenelten, Shaohui Yang, et al.17.55
- High Precision Grasp Pose Detection In Dense Clutter (2016)Marcus Gualtieri, Andreas Ten Pas, Kate Saenko, et al.17.55
- CIRL: Controllable Imitative Reinforcement Learning For Vision-based Self-driving (2018)Xiaodan Liang, Tairui Wang, Luona Yang, et al.17.24
- Fully Convolutional Grasp Detection Network With Oriented Anchor Box (2018)Xinwen Zhou, Xuguang Lan, Hanbo Zhang, et al.17.24
- Vision-based Navigation With Language-based Assistance Via Imitation Learning With Indirect Intervention (2018)Khanh Nguyen, Debadeepta Dey, Chris Brockett, et al.17.03
- Automated Rendezvous & Docking Using 3D Vision (2022)Farhad Aghili16.91
- Deep Learning A Grasp Function For Grasping Under Gripper Pose Uncertainty (2016)Edward Johns, Stefan Leutenegger, Andrew J. Davison16.77
- Efficient Heatmap-guided 6-dof Grasp Detection In Cluttered Scenes (2024)Siang Chen, Wei Tang, Pengwei Xie, et al.16.59
- Robot Hand-eye Calibration Using Structure-from-motion (2023)Nicolas Andreff, Radu Horaud, Bernard Espiau16.36
- DM-VIO: Delayed Marginalization Visual-inertial Odometry (2022)Lukas von Stumberg, Daniel Cremers16.19
- Self-supervised Learning Of State Estimation For Manipulating Deformable Linear Objects (2019)Mengyuan Yan, Yilin Zhu, Ning Jin, et al.16.05
- Object-independent Human-to-robot Handovers Using Real Time Robotic Vision (2020)Patrick Rosenberger, Akansel Cosgun, Rhys Newbury, et al.15.46
- Synergies Between Affordance And Geometry: 6-dof Grasp Detection Via Implicit Representations (2021)Zhenyu Jiang, Yifeng Zhu, Maxwell Svetlik, et al.15.13
- History-aware Autonomous Exploration In Confined Environments Using Mavs (2018)Christian Witting, Marius Fehr, Rik BΓ€hnemann, et al.14.93
- COVINS: Visual-inertial SLAM For Centralized Collaboration (2021)Patrik Schmuck, Thomas Ziegler, Marco Karrer, et al.14.66
- Evdodgenet: Deep Dynamic Obstacle Dodging With Event Cameras (2019)Nitin J. Sanket, Chethan M. Parameshwara, Chahat Deep Singh, et al.14.62
- Beyond Tracking: Selecting Memory And Refining Poses For Deep Visual Odometry (2019)Fei Xue, Xin Wang, Shunkai Li, et al.14.51
- Large-scale Autonomous Flight With Real-time Semantic SLAM Under Dense Forest Canopy (2021)Xu Liu, Guilherme V. Nardari, Fernando Cladera Ojeda, et al.14.43
- CAGE: Context-aware Grasping Engine (2019)Weiyu Liu, Angel Daruna, Sonia Chernova14.41
- Real-time Perception Meets Reactive Motion Generation (2017)Daniel Kappler, Franziska Meier, Jan Issac, et al.14.39
- Gaussian Process Autonomous Mapping And Exploration For Range Sensing Mobile Robots (2016)Maani Ghaffari Jadidi, Jaime Valls Miro, Gamini Dissanayake14.35
- Spiking Neural Network On Neuromorphic Hardware For Energy-efficient Unidimensional SLAM (2019)Guangzhi Tang, Arpit Shah, Konstantinos P. Michmizos14.23
- Bayessim: Adaptive Domain Randomization Via Probabilistic Inference For Robotics Simulators (2019)Fabio Ramos, Rafael Carvalhaes Possas, Dieter Fox14.19
- Perception-aware Perching On Powerlines With Multirotors (2022)Julio L. Paneque, Jose Ramiro MartΓnez de Dios, AnΓbal Ollero. Drew Hanover, et al.14.17
- Paloc: Advancing SLAM Benchmarking With Prior-assisted 6-dof Trajectory Generation And Uncertainty Estimation (2024)Xiangcheng Hu, Linwei Zheng, Jin Wu, et al.14.14
- Deeply Informed Neural Sampling For Robot Motion Planning (2018)Ahmed H. Qureshi, Michael C. Yip14.06
- Enhancing The Llm-based Robot Manipulation Through Human-robot Collaboration (2024)Haokun Liu, Yaonan Zhu, Kenji Kato, et al.13.97
- A Hierarchical Architecture For Human-robot Cooperation Processes (2020)Kourosh Darvish, Enrico Simetti, Fulvio Mastrogiovanni, et al.13.84
- Spirobs: Logarithmic Spiral-shaped Robots For Versatile Grasping Across Scales (2023)Zhanchi Wang, Nikolaos M. Freris, Xi Wei13.79
- Learning Task-oriented Grasping From Human Activity Datasets (2019)Mia Kokic, Danica Kragic, Jeannette Bohg13.74
- Object-centric Task And Motion Planning In Dynamic Environments (2019)Toki Migimatsu, Jeannette Bohg13.70
- LION: Lidar-inertial Observability-aware Navigator For Vision-denied Environments (2021)Andrea Tagliabue, Jesus Tordesillas, Xiaoyi Cai, et al.13.70
- Deep Differentiable Grasp Planner For High-dof Grippers (2020)Min Liu, Zherong Pan, Kai Xu, et al.13.65
- DDGC: Generative Deep Dexterous Grasping In Clutter (2021)Jens Lundell, Francesco Verdoja, Ville Kyrki13.60
- Neural Feels With Neural Fields: Visuo-tactile Perception For In-hand Manipulation (2023)Sudharshan Suresh, Haozhi Qi, Tingfan Wu, et al.13.60
- Autonomous Flights In Dynamic Environments With Onboard Vision (2021)Yingjian Wang, Jialin Ji, Qianhao Wang, et al.13.60
- Simultaneous Semantic And Collision Learning For 6-dof Grasp Pose Estimation (2021)Yiming Li, Tao Kong, Ruihang Chu, et al.13.50
- Loosely-coupled Semi-direct Monocular SLAM (2018)Seong Hun Lee, Javier Civera13.44
- Grounding Language With Visual Affordances Over Unstructured Data (2022)Oier Mees, Jessica Borja-Diaz, Wolfram Burgard13.44
- Multi-view Picking: Next-best-view Reaching For Improved Grasping In Clutter (2018)Douglas Morrison, Peter Corke, JΓΌrgen Leitner13.44
- Learning Continuous 3D Reconstructions For Geometrically Aware Grasping (2019)Mark van Der Merwe, Qingkai Lu, Balakumar Sundaralingam, et al.13.28
- How Does It Feel? Self-supervised Costmap Learning For Off-road Vehicle Traversability (2022)Mateo Guaman Castro, Samuel Triest, Wenshan Wang, et al.13.17
- Vision-driven Compliant Manipulation For Reliable, High-precision Assembly Tasks (2021)Andrew S. Morgan, Bowen Wen, Junchi Liang, et al.13.17
- Benchmarking Metric Ground Navigation (2020)Daniel Perille, Abigail Truong, Xuesu Xiao, et al.13.17
- PANTHER: Perception-aware Trajectory Planner In Dynamic Environments (2021)Jesus Tordesillas, Jonathan P. How13.17