Vision-Guided MPPI for Agile Drone Racing: Navigating Arbitrary Gate Poses via Neural Signed Distance Fields
Fuente:
arXiv
Saved in:
| Main Authors: | Zhao, Fangguo, Zhang, Hanbing, Li, Zhouheng, Guan, Xin, Li, Shuo |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Rethinking Reference Trajectories in Agile Drone Racing: A Unified Reference-Free Model-Based Controller via MPPI
by: Zhao, Fangguo, et al.
Published: (2025)
by: Zhao, Fangguo, et al.
Published: (2025)
Gate-Aware Online Planning for Two-Player Autonomous Drone Racing
by: Zhao, Fangguo, et al.
Published: (2024)
by: Zhao, Fangguo, et al.
Published: (2024)
AERO-MPPI: Anchor-Guided Ensemble Trajectory Optimization for Agile Mapless Drone Navigation
by: Chen, Xin, et al.
Published: (2025)
by: Chen, Xin, et al.
Published: (2025)
EXACT-MPPI: Exact Signed-Distance Navigation for Arbitrary-Footprint Robots from Point Clouds via Path Integral Control
by: Peng, Chen, et al.
Published: (2026)
by: Peng, Chen, et al.
Published: (2026)
BR-MPPI: Barrier Rate guided MPPI for Enforcing Multiple Inequality Constraints with Learned Signed Distance Field
by: Parwana, Hardik, et al.
Published: (2025)
by: Parwana, Hardik, et al.
Published: (2025)
One Agent to Guide Them All: Empowering MLLMs for Vision-and-Language Navigation via Explicit World Representation
by: Li, Zerui, et al.
Published: (2026)
by: Li, Zerui, et al.
Published: (2026)
LOONG: Online Time-Optimal Autonomous Flight for MAVs in Cluttered Environments
by: Guan, Xin, et al.
Published: (2026)
by: Guan, Xin, et al.
Published: (2026)
Dual Pose-Graph Semantic Localization for Vision-Based Autonomous Drone Racing
by: Perez-Saura, David, et al.
Published: (2026)
by: Perez-Saura, David, et al.
Published: (2026)
Vector Field Augmented Differentiable Policy Learning for Vision-Based Drone Racing
by: Su, Yang, et al.
Published: (2026)
by: Su, Yang, et al.
Published: (2026)
Agile Mobility with Rapid Online Adaptation via Meta-learning and Uncertainty-aware MPPI
by: Kalaria, Dvij, et al.
Published: (2024)
by: Kalaria, Dvij, et al.
Published: (2024)
OmniRace: 6D Hand Pose Estimation for Intuitive Guidance of Racing Drone
by: Serpiva, Valerii, et al.
Published: (2024)
by: Serpiva, Valerii, et al.
Published: (2024)
Differentiable Composite Neural Signed Distance Fields for Robot Navigation in Dynamic Indoor Environments
by: Bukhari, S. Talha, et al.
Published: (2025)
by: Bukhari, S. Talha, et al.
Published: (2025)
Time-Optimal Gate-Traversing Planner for Autonomous Drone Racing
by: Qin, Chao, et al.
Published: (2023)
by: Qin, Chao, et al.
Published: (2023)
Imitation Learning-Based Online Time-Optimal Control with Multiple-Waypoint Constraints for Quadrotors
by: Zhou, Jin, et al.
Published: (2024)
by: Zhou, Jin, et al.
Published: (2024)
Reduce Lap Time for Autonomous Racing with Curvature-Integrated MPCC Local Trajectory Planning Method
by: Li, Zhouheng, et al.
Published: (2025)
by: Li, Zhouheng, et al.
Published: (2025)
RaceVLA: VLA-based Racing Drone Navigation with Human-like Behaviour
by: Serpiva, Valerii, et al.
Published: (2025)
by: Serpiva, Valerii, et al.
Published: (2025)
DRPA-MPPI: Dynamic Repulsive Potential Augmented MPPI for Reactive Navigation in Unstructured Environments
by: Fuke, Takahiro, et al.
Published: (2025)
by: Fuke, Takahiro, et al.
Published: (2025)
Accurate Pose Prediction on Signed Distance Fields for Mobile Ground Robots in Rough Terrain
by: Oehler, Martin, et al.
Published: (2024)
by: Oehler, Martin, et al.
Published: (2024)
A Data-Driven Aggressive Autonomous Racing Framework Utilizing Local Trajectory Planning with Velocity Prediction
by: Li, Zhouheng, et al.
Published: (2024)
by: Li, Zhouheng, et al.
Published: (2024)
Contingency Constrained Planning with MPPI within MPPI
by: Jung, Leonard, et al.
Published: (2024)
by: Jung, Leonard, et al.
Published: (2024)
N$^{3}$-Mapping: Normal Guided Neural Non-Projective Signed Distance Fields for Large-scale 3D Mapping
by: Song, Shuangfu, et al.
Published: (2024)
by: Song, Shuangfu, et al.
Published: (2024)
Mastering Diverse, Unknown, and Cluttered Tracks for Robust Vision-Based Drone Racing
by: Yu, Feng, et al.
Published: (2025)
by: Yu, Feng, et al.
Published: (2025)
Neural NMPC through Signed Distance Field Encoding for Collision Avoidance
by: Jacquet, Martin, et al.
Published: (2025)
by: Jacquet, Martin, et al.
Published: (2025)
RAPID: Robust and Agile Planner Using Inverse Reinforcement Learning for Vision-Based Drone Navigation
by: Kim, Minwoo, et al.
Published: (2025)
by: Kim, Minwoo, et al.
Published: (2025)
Online Learning of Continuous Signed Distance Fields Using Piecewise Polynomials
by: Marić, Ante, et al.
Published: (2024)
by: Marić, Ante, et al.
Published: (2024)
Autonomous Drone Racing: A Survey
by: Hanover, Drew, et al.
Published: (2023)
by: Hanover, Drew, et al.
Published: (2023)
Neural Distance-Guided Path Integral Control for Tractor-Trailer Navigation
by: Wei, Peng, et al.
Published: (2026)
by: Wei, Peng, et al.
Published: (2026)
Sight Guide: A Wearable Assistive Perception and Navigation System for the Vision Assistance Race in the Cybathlon 2024
by: Pfreundschuh, Patrick, et al.
Published: (2025)
by: Pfreundschuh, Patrick, et al.
Published: (2025)
SINGER: An Onboard Generalist Vision-Language Navigation Policy for Drones
by: Adang, Maximilian, et al.
Published: (2025)
by: Adang, Maximilian, et al.
Published: (2025)
MonoRace: Winning Champion-Level Drone Racing with Robust Monocular AI
by: Bahnam, Stavrow A., et al.
Published: (2026)
by: Bahnam, Stavrow A., et al.
Published: (2026)
CSC-MPPI: A Novel Constrained MPPI Framework with DBSCAN for Reliable Obstacle Avoidance
by: Park, Leesai, et al.
Published: (2025)
by: Park, Leesai, et al.
Published: (2025)
Drones Guiding Drones: Cooperative Navigation of a Less-Equipped Micro Aerial Vehicle in Cluttered Environments
by: Pritzl, Václav, et al.
Published: (2023)
by: Pritzl, Václav, et al.
Published: (2023)
FLARE: Agile Flights for Quadrotor Cable-Suspended Payload System via Reinforcement Learning
by: Cao, Dongcheng, et al.
Published: (2025)
by: Cao, Dongcheng, et al.
Published: (2025)
C-3TO: Continuous 3D Trajectory Optimization on Neural Euclidean Signed Distance Fields
by: Gil, Guillermo, et al.
Published: (2025)
by: Gil, Guillermo, et al.
Published: (2025)
Learning Agile Gate Traversal via Analytical Optimal Policy Gradient
by: Sun, Tianchen, et al.
Published: (2025)
by: Sun, Tianchen, et al.
Published: (2025)
Continual Learning for Robust Gate Detection under Dynamic Lighting in Autonomous Drone Racing
by: Qiao, Zhongzheng, et al.
Published: (2024)
by: Qiao, Zhongzheng, et al.
Published: (2024)
Improving Drone Racing Performance Through Iterative Learning MPC
by: Zhao, Haocheng, et al.
Published: (2025)
by: Zhao, Haocheng, et al.
Published: (2025)
SkyDreamer: Interpretable End-to-End Vision-Based Drone Racing with Model-Based Reinforcement Learning
by: Verraest, Aderik, et al.
Published: (2025)
by: Verraest, Aderik, et al.
Published: (2025)
FACT: Fast and Active Coordinate Initialization for Vision-based Drone Swarms
by: Li, Yuan, et al.
Published: (2024)
by: Li, Yuan, et al.
Published: (2024)
GRaD-Nav++: Vision-Language Model Enabled Visual Drone Navigation with Gaussian Radiance Fields and Differentiable Dynamics
by: Chen, Qianzhong, et al.
Published: (2025)
by: Chen, Qianzhong, et al.
Published: (2025)
Similar Items
-
Rethinking Reference Trajectories in Agile Drone Racing: A Unified Reference-Free Model-Based Controller via MPPI
by: Zhao, Fangguo, et al.
Published: (2025) -
Gate-Aware Online Planning for Two-Player Autonomous Drone Racing
by: Zhao, Fangguo, et al.
Published: (2024) -
AERO-MPPI: Anchor-Guided Ensemble Trajectory Optimization for Agile Mapless Drone Navigation
by: Chen, Xin, et al.
Published: (2025) -
EXACT-MPPI: Exact Signed-Distance Navigation for Arbitrary-Footprint Robots from Point Clouds via Path Integral Control
by: Peng, Chen, et al.
Published: (2026) -
BR-MPPI: Barrier Rate guided MPPI for Enforcing Multiple Inequality Constraints with Learned Signed Distance Field
by: Parwana, Hardik, et al.
Published: (2025)