SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 25512600 of 6092 papers

TitleStatusHype
D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation0
Attention for Adversarial Attacks: Learning from your Mistakes0
Attention-Enhanced Cross-modal Localization Between 360 Images and Point Clouds0
Cycle-Consistent World Models for Domain Independent Latent Imagination0
How To Not Drive: Learning Driving Constraints from Demonstration0
CyberLoc: Towards Accurate Long-term Visual Localization0
Informed Priors for Knowledge Integration in Trajectory Prediction0
Informed Spectral Normalized Gaussian Processes for Trajectory Prediction0
Inherent Diverse Redundant Safety Mechanisms for AI-based Software Elements in Automotive Applications0
CyberCortex.AI: An AI-based Operating System for Autonomous Robotics and Complex Automation0
CXTrack: Improving 3D Point Cloud Tracking with Contextual Information0
Attention-based U-Net Method for Autonomous Lane Detection0
CVPR 2019 WAD Challenge on Trajectory Prediction and 3D Perception0
How Much Depth Information can Radar Contribute to a Depth Estimation Model?0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
Influencing Towards Stable Multi-Agent Interactions0
Attention-based Adversarial Appearance Learning of Augmented Pedestrians0
CVAE-H: Conditionalizing Variational Autoencoders via Hypernetworks and Trajectory Forecasting for Autonomous Driving0
A Fine-Grained Dataset and its Efficient Semantic Segmentation for Unstructured Driving Scenarios0
HoughLaneNet: Lane Detection with Deep Hough Transform and Dynamic Convolution0
Attention-aware Social Graph Transformer Networks for Stochastic Trajectory Prediction0
CurveFormer++: 3D Lane Detection by Curve Propagation with Temporal Curve Queries and Attention0
Achieving Efficient Distributed Machine Learning Using a Novel Non-Linear Class of Aggregation Functions0
InfinityDrive: Breaking Time Limits in Driving World Models0
Inf-MLLM: Efficient Streaming Inference of Multimodal Large Language Models on a Single GPU0
Homogeneous Multi-modal Feature Fusion and Interaction for 3D Object Detection0
CurveFormer: 3D Lane Detection by Curve Propagation with Curve Queries and Attention0
HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative0
How Could Generative AI Support Compliance with the EU AI Act? A Review for Safe Automated Driving Perception0
How Does Traffic Environment Quantitatively Affect the Autonomous Driving Prediction?0
How Do You Act? An Empirical Study to Understand Behavior of Deep Reinforcement Learning Agents0
How far should self-driving cars see? Effect of observation range on vehicle self-localization0
HoloDrive: Holistic 2D-3D Multi-Modal Street Scene Generation for Autonomous Driving0
How Much More Data Do I Need? Estimating Requirements for Downstream Tasks0
CurricuVLM: Towards Safe Autonomous Driving via Personalized Safety-Critical Curriculum Learning with Vision-Language Models0
How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?0
How to Build a Curb Dataset with LiDAR Data for Autonomous Driving0
How to Build a Pre-trained Multimodal model for Simultaneously Chatting and Decision-making?0
How to deal with glare for improved perception of Autonomous Vehicles0
How to Learn from Risk: Explicit Risk-Utility Reinforcement Learning for Efficient and Safe Driving Strategies0
Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator -- Experience Report0
How to Promote Autonomous Driving with Evolving Technology: Business Strategy and Pricing Decision0
Holistic Grid Fusion Based Stop Line Estimation0
How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning0
D2E-An Autonomous Decision-making Dataset involving Driver States and Human Evaluation0
HPL-ViT: A Unified Perception Framework for Heterogeneous Parallel LiDARs in V2V0
Affordance Learning In Direct Perception for Autonomous Driving0
HPRM: High-Performance Robotic Middleware for Intelligent Autonomous Systems0
HO-Gaussian: Hybrid Optimization of 3D Gaussian Splatting for Urban Scenes0
HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified