Awesome Navigation
Navigation is one of the most active areas in Awesome Robotics β 6,660 papers in this collection, evaluated on datasets like HM-3D, R-2R, MP-3D. A strong starting point is "DOOR-SLAM: Distributed, Online, And Outlier Resilient SLAM For Robotic Teams".
Datasets & benchmarks
Key papers
- DOOR-SLAM: Distributed, Online, And Outlier Resilient SLAM For Robotic Teams (2019)Pierre-Yves Lajoie, Benjamin Ramtoula, Yun Chang, et al.22.27
- Trajectron++: Dynamically-feasible Trajectory Forecasting With Heterogeneous Data (2020)Tim Salzmann, Boris Ivanovic, Punarjay Chakravarty, et al.21.77
- Reinforcement Learned Distributed Multi-robot Navigation With Reciprocal Velocity Obstacle Shaped Rewards (2022)Ruihua Han, Shengduo Chen, Shuaijun Wang, et al.21.08
- Socially Aware Motion Planning With Deep Reinforcement Learning (2017)Yu Fan Chen, Michael Everett, Miao Liu, et al.20.69
- Motion Planning Among Dynamic, Decision-making Agents With Deep Reinforcement Learning (2018)Michael Everett, Yu Fan Chen, Jonathan P. How20.22
- LINS: A Lidar-inertial State Estimator For Robust And Efficient Navigation (2019)Chao Qin, Haoyang Ye, Christian E. Pranata, et al.19.00
- Reinforced Cross-modal Matching And Self-supervised Imitation Learning For Vision-language Navigation (2018)Xin Wang, Qiuyuan Huang, Asli Celikyilmaz, et al.18.95
- FUEL: Fast UAV Exploration Using Incremental Frontier Structure And Hierarchical Planning (2020)Boyu Zhou, Yichen Zhang, Xinyi Chen, et al.18.52
- An Efficient Sampling-based Method For Online Informative Path Planning In Unknown Environments (2019)Lukas Schmid, Michael Pantic, Raghav Khanna, et al.18.37
- Learning Object Relation Graph And Tentative Policy For Visual Navigation (2020)Heming Du, Xin Yu, Liang Zheng18.23
- Diverse And Admissible Trajectory Forecasting Through Multimodal Context Understanding (2020)Seong Hyeon Park, Gyubok Lee, Manoj Bhat, et al.18.13
- Nonlinear MPC For Collision Avoidance And Controlof Uavs With Dynamic Obstacles (2020)BjΓΆrn Lindqvist, Sina Sharif Mansouri, Ali-Akbar Agha-Mohammadi, et al.18.07
- 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
- PRM-RL: Long-range Robotic Navigation Tasks By Combining Reinforcement Learning And Sampling-based Planning (2017)Aleksandra Faust, Oscar Ramirez, Marek Fiser, et al.17.78
- Potential Functions Based Sampling Heuristic For Optimal Path Planning (2017)Ahmed Hussain Qureshi, Yasar Ayaz17.58
- RDA: An Accelerated Collision Free Motion Planner For Autonomous Navigation In Cluttered Environments (2022)Ruihua Han, Shuai Wang, Shuaijun Wang, et al.17.32
- CIRL: Controllable Imitative Reinforcement Learning For Vision-based Self-driving (2018)Xiaodan Liang, Tairui Wang, Luona Yang, et al.17.24
- Collision Avoidance In Pedestrian-rich Environments With Deep Reinforcement Learning (2019)Michael Everett, Yu Fan Chen, Jonathan P. How17.18
- MADER: Trajectory Planner In Multi-agent And Dynamic Environments (2020)Jesus Tordesillas, Jonathan P. How17.07
- Online Temporal Calibration For Monocular Visual-inertial Systems (2018)Tong Qin, Shaojie Shen17.06
- Vision-based Navigation With Language-based Assistance Via Imitation Learning With Indirect Intervention (2018)Khanh Nguyen, Debadeepta Dey, Chris Brockett, et al.17.03
- Diffusion-based Generation, Optimization, And Planning In 3D Scenes (2023)Siyuan Huang, Zan Wang, Puhao Li, et al.16.93
- Continuous-time Gaussian Process Motion Planning Via Probabilistic Inference (2017)Mustafa Mukadam, Jing Dong, Xinyan Yan, et al.16.80
- Recovery RL: Safe Reinforcement Learning With Learned Recovery Zones (2020)Brijen Thananjeyan, Ashwin Balakrishna, Suraj Nair, et al.16.61
- Think Global, Act Local: Dual-scale Graph Transformer For Vision-and-language Navigation (2022)Shizhe Chen, Pierre-Louis Guhur, Makarand Tapaswi, et al.16.39
- Potentially Guided Bidirectionalized RRT* For Fast Optimal Path Planning In Cluttered Environments (2018)Zaid Tahir, Ahmed H. Qureshi, Yasar Ayaz, et al.16.39
- Reinforced Imitation: Sample Efficient Deep Reinforcement Learning For Map-less Navigation By Leveraging Prior Demonstrations (2018)Mark Pfeiffer, Samarth Shukla, Matteo Turchetta, et al.16.36
- Navgpt: Explicit Reasoning In Vision-and-language Navigation With Large Language Models (2023)Gengze Zhou, Yicong Hong, Qi Wu16.25
- Socially Compliant Navigation Through Raw Depth Inputs With Generative Adversarial Imitation Learning (2017)Lei Tai, Jingwei Zhang, Ming Liu, et al.16.17
- Autonomous UAV Exploration Of Dynamic Environments Via Incremental Sampling And Probabilistic Roadmap (2020)Zhefan Xu, di Deng, Kenji Shimada16.14
- Neural Topological SLAM For Visual Navigation (2020)Devendra Singh Chaplot, Ruslan Salakhutdinov, Abhinav Gupta, et al.16.10
- Robust Real-time UAV Replanning Using Guided Gradient-based Optimization And Topological Paths (2019)Boyu Zhou, Fei Gao, Jie Pan, et al.16.00
- Multi-agent Motion Planning For Dense And Dynamic Environments Via Deep Reinforcement Learning (2020)Samaneh Hosseini Semnani, Hugh Liu, Michael Everett, et al.15.75
- Fast Frontier-based Information-driven Autonomous Exploration With An MAV (2020)Anna Dai, Sotiris Papatheodorou, Nils Funk, et al.15.70
- Interactive Gibson Benchmark (igibson 0.5): A Benchmark For Interactive Navigation In Cluttered Environments (2019)Fei Xia, William B. Shen, Chengshu Li, et al.15.59
- Decentralized Structural-rnn For Robot Crowd Navigation With Deep Reinforcement Learning (2020)Shuijing Liu, Peixin Chang, Weihang Liang, et al.15.40
- Ergodic Exploration Of Distributed Information (2017)Lauren M. Miller, Yonatan Silverman, Malcolm A. MacIver, et al.15.34
- MAPPER: Multi-agent Path Planning With Evolutionary Reinforcement Learning In Mixed Dynamic Environments (2020)Zuxin Liu, Baiming Chen, Hongyi Zhou, et al.15.19
- Uwb-based Localization For Multi-uav Systems And Collaborative Heterogeneous Multi-robot Systems: A Survey (2020)Wang Shule, Carmen MartΓnez Almansa, Jorge PeΓ±a Queralta, et al.15.00
- STEP: Stochastic Traversability Evaluation And Planning For Risk-aware Off-road Navigation (2021)David D. Fan, Kyohei Otsu, Yuki Kubo, et al.14.90
- An Efficient Spatial-temporal Trajectory Planner For Autonomous Vehicles In Unstructured Environments (2022)Zhichao Han, Yuwei Wu, Tong Li, et al.14.90
- Robust Navigation Of A Soft Growing Robot By Exploiting Contact With The Environment (2019)Joseph D. Greer, Laura H. Blumenschein, Ron Alterovitz, et al.14.80
- Safe Local Exploration For Replanning In Cluttered Unknown Environments For Micro-aerial Vehicles (2017)Helen Oleynikova, Zachary Taylor, Roland Siegwart, et al.14.73
- Bridging The Gap Between Safety And Real-time Performance In Receding-horizon Trajectory Design For Mobile Robots (2018)Shreyas Kousik, Sean Vaskov, Fan Bu, et al.14.58
- Hybrid Map-based Path Planning For Robot Navigation In Unstructured Environments (2023)Jiayang Liu, Xieyuanli Chen, Junhao Xiao, et al.14.53
- 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
- Voxgraph: Globally Consistent, Volumetric Mapping Using Signed Distance Function Submaps (2020)Victor Reijgwart, Alexander Millane, Helen Oleynikova, et al.14.43
- Gaussian Process Autonomous Mapping And Exploration For Range Sensing Mobile Robots (2016)Maani Ghaffari Jadidi, Jaime Valls Miro, Gamini Dissanayake14.35
- Colreg-compliant Collision Avoidance For Unmanned Surface Vehicle Using Deep Reinforcement Learning (2020)Eivind Meyer, Amalie Heiberg, Adil Rasheed, et al.14.35
- Robocentric Visual-inertial Odometry (2018)Zheng Huai, Guoquan Huang14.31
- Topological Planning With Transformers For Vision-and-language Navigation (2020)Kevin Chen, Junshen K. Chen, Jo Chuang, et al.14.27
- FRENETIX: A High-performance And Modular Motion Planning Framework For Autonomous Driving (2024)Rainer Trauth, Korbinian Moller, Gerald Wuersching, et al.14.24
- Spiking Neural Network On Neuromorphic Hardware For Energy-efficient Unidimensional SLAM (2019)Guangzhi Tang, Arpit Shah, Konstantinos P. Michmizos14.23
- Bayesian Relational Memory For Semantic Visual Navigation (2019)Yi Wu, Yuxin Wu, Aviv Tamar, et al.14.23
- Learning A State Representation And Navigation In Cluttered And Dynamic Environments (2021)David Hoeller, Lorenz Wellhausen, Farbod Farshidian, et al.14.15
- 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
- Tightly-coupled Fusion Of Global Positional Measurements In Optimization-based Visual-inertial Odometry (2020)Giovanni Cioffi, Davide Scaramuzza14.11
- Modeling Cooperative Navigation In Dense Human Crowds (2017)Anirudh Vemula, Katharina Muelling, Jean Oh14.11