A Comprehensive Review on Autonomous Navigation
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Abstract (arXiv)
The field of autonomous mobile robots has undergone dramatic advancements over the past decades. Despite achieving important milestones, several challenges are yet to be addressed. Aggregating the achievements of the robotic community as survey papers is vital to keep the track of current state-of-the-art and the challenges that must be tackled in the future. This paper tries to provide a comprehensive review of autonomous mobile robots covering topics such as sensor types, mobile robot platforms, simulation tools, path planning and following, sensor fusion methods, obstacle avoidance, and SLAM. The urge to present a survey paper is twofold. First, autonomous navigation field evolves fast so writing survey papers regularly is crucial to keep the research community well-aware of the current status of this field. Second, deep learning methods have revolutionized many fields including autonomous navigation. Therefore, it is necessary to give an appropriate treatment of the role of deep learning in autonomous navigation as well which is covered in this paper. Future works and research gaps will also be discussed.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Dec 2022.
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Citing papers per year: 2023: 1; 2024: 1; 2025: 8; 2026: 6.
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- 2025Recognition through Reasoning: Reinforcing Image Geo-localization with Large Vision-Language Modelscited by 27
- 2024Video Representation Learning with Joint-Embedding Predictive Architecturescited by 14
- 2025UWBench: A Comprehensive Vision-Language Benchmark for Underwater Understandingcited by 4
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- 2025EdgeNavMamba: Mamba Optimized Object Detection for Energy Efficient Edge Devicescited by 2
- 2025SPKLIP: Aligning Spike Video Streams with Natural Languagecited by 1
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streamscited by 1
- 2025Dream4D: Lifting Camera-Controlled I2V towards Spatiotemporally Consistent 4D Generationcited by 1
- 2026Towards Precise Intent-Aligned VLA Aerial Navigation via Expert-Guided GRPOcited by 1
- 2025A Review of YOLOv12: Attention-Based Enhancements vs. Previous Versionscited by 0
- 2025Hybrid Stackelberg Game and Diffusion-based Auction for Two-tier Agentic AI Task Offloading in Internet of Agentscited by 0
- 2026GaussianSSC: Triplane-Guided Directional Gaussian Fields for 3D Semantic Completioncited by 0
4 more
- 2026Plan First, Diffuse Later: Extrinsic Graph Guidance for Long-Horizon Diffusion Planningcited by 0
- 2026Dual-Pathway Geometry-Aware MLLM for Spatial Intelligencecited by 0
- 2026PIER-Flow: Physics-Informed Efficient Rectified Flow for Real-Time Mobile Robot Navigationcited by 0
- 2026DroneWAM: Efficient World Action Model for Drone Visual Navigationcited by 0
- 2026DroneWAM: Efficient World Action Model for Drone Visual Navigation27 Sep 2026
- 2026PIER-Flow: Physics-Informed Efficient Rectified Flow for Real-Time Mobile Robot Navigation11 Jul 2026
- 2026Towards Precise Intent-Aligned VLA Aerial Navigation via Expert-Guided GRPO1 Jun 2026
- 2026Dual-Pathway Geometry-Aware MLLM for Spatial Intelligence25 May 2026
- 2026Plan First, Diffuse Later: Extrinsic Graph Guidance for Long-Horizon Diffusion Planning16 May 2026
- 2026GaussianSSC: Triplane-Guided Directional Gaussian Fields for 3D Semantic Completion23 Mar 2026
- 2025Hybrid Stackelberg Game and Diffusion-based Auction for Two-tier Agentic AI Task Offloading in Internet of Agents27 Nov 2025
- 2025UWBench: A Comprehensive Vision-Language Benchmark for Underwater Understanding21 Oct 2025
- 2025EdgeNavMamba: Mamba Optimized Object Detection for Energy Efficient Edge Devices16 Oct 2025
- 2025Dream4D: Lifting Camera-Controlled I2V towards Spatiotemporally Consistent 4D Generation11 Aug 2025
- 2025Recognition through Reasoning: Reinforcing Image Geo-localization with Large Vision-Language Models17 Jun 2025
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streams26 May 2025
4 more
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
- 2025A Review of YOLOv12: Attention-Based Enhancements vs. Previous Versions16 Apr 2025
- 2024Video Representation Learning with Joint-Embedding Predictive Architectures14 Dec 2024
- 2023Machine Learning Meets Advanced Robotic Manipulation22 Sep 2023
- 2024Video Representation Learning with Joint-Embedding Predictive Architecturescited by 14
- 2023Machine Learning Meets Advanced Robotic Manipulationcited by 2
- 2025SPKLIP: Aligning Spike Video Streams with Natural Languagecited by 1
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streamscited by 1
- 2025Dream4D: Lifting Camera-Controlled I2V towards Spatiotemporally Consistent 4D Generationcited by 1
- 2025A Review of YOLOv12: Attention-Based Enhancements vs. Previous Versionscited by 0
- 2026GaussianSSC: Triplane-Guided Directional Gaussian Fields for 3D Semantic Completioncited by 0
- 2026Dual-Pathway Geometry-Aware MLLM for Spatial Intelligencecited by 0
- 2026Dual-Pathway Geometry-Aware MLLM for Spatial Intelligence25 May 2026
- 2026GaussianSSC: Triplane-Guided Directional Gaussian Fields for 3D Semantic Completion23 Mar 2026
- 2025Dream4D: Lifting Camera-Controlled I2V towards Spatiotemporally Consistent 4D Generation11 Aug 2025
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streams26 May 2025
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
- 2025A Review of YOLOv12: Attention-Based Enhancements vs. Previous Versions16 Apr 2025
- 2024Video Representation Learning with Joint-Embedding Predictive Architectures14 Dec 2024
- 2023Machine Learning Meets Advanced Robotic Manipulation22 Sep 2023