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 401450 of 6092 papers

TitleStatusHype
CRLLK: Constrained Reinforcement Learning for Lane Keeping in Autonomous Driving0
Extending Silicon Lifetime: A Review of Design Techniques for Reliable Integrated Circuits0
LandMarkSystem Technical ReportCode2
Fine-Grained Evaluation of Large Vision-Language Models in Autonomous DrivingCode1
Fine-Grained Behavior and Lane Constraints Guided Trajectory Prediction Method0
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles0
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and RoadmapCode2
Towards Generating Realistic 3D Semantic Training Data for Autonomous DrivingCode2
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples0
InteractionMap: Improving Online Vectorized HDMap Construction with Interaction0
Omnidirectional Depth-Aided Occupancy Prediction based on Cylindrical Voxel for Autonomous Driving0
AccidentSim: Generating Physically Realistic Vehicle Collision Videos from Real-World Accident Reports0
GAIA-2: A Controllable Multi-View Generative World Model for Autonomous Driving0
SaViD: Spectravista Aesthetic Vision Integration for Robust and Discerning 3D Object Detection in Challenging EnvironmentsCode0
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems0
EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis0
LENVIZ: A High-Resolution Low-Exposure Night Vision Benchmark Dataset0
Multi-Agent Deep Reinforcement Learning for Safe Autonomous Driving with RICS-Assisted MEC0
Context-Aware Semantic Segmentation: Enhancing Pixel-Level Understanding with Large Language Models for Advanced Vision Applications0
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models0
Resilient Sensor Fusion under Adverse Sensor Failures via Multi-Modal Expert Fusion0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation0
Semi-SD: Semi-Supervised Metric Depth Estimation via Surrounding Cameras for Autonomous DrivingCode0
SuperFlow++: Enhanced Spatiotemporal Consistency for Cross-Modal Data PretrainingCode2
AED: Automatic Discovery of Effective and Diverse Vulnerabilities for Autonomous Driving Policy with Large Language Models0
Robust Lane Detection with Wavelet-Enhanced Context Modeling and Adaptive Sampling0
Predicting the Road Ahead: A Knowledge Graph based Foundation Model for Scene Understanding in Autonomous Driving0
ReconDreamer++: Harmonizing Generative and Reconstructive Models for Driving Scene Representation0
Building Blocks for Robust and Effective Semi-Supervised Real-World Object Detection0
AgentSpec: Customizable Runtime Enforcement for Safe and Reliable LLM Agents0
M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous DrivingCode1
Training A Neural Network For Partially Occluded Road Sign Identification In The Context Of Autonomous Vehicles0
Unraveling the Effects of Synthetic Data on End-to-End Autonomous DrivingCode1
Revisiting Outage for Edge Inference Systems0
HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous DrivingCode1
Multi-modality Anomaly Segmentation on the RoadCode0
LightLoc: Learning Outdoor LiDAR Localization at Light SpeedCode2
R-LiViT: A LiDAR-Visual-Thermal Dataset Enabling Vulnerable Road User Focused Roadside Perception0
Temporal Action Detection Model Compression by Progressive Block Drop0
Enhancing Steering Estimation with Semantic-Aware GNNs0
Hi-ALPS -- An Experimental Robustness Quantification of Six LiDAR-based Object Detection Systems for Autonomous Driving0
How to Promote Autonomous Driving with Evolving Technology: Business Strategy and Pricing Decision0
MiLA: Multi-view Intensive-fidelity Long-term Video Generation World Model for Autonomous DrivingCode1
Panoptic-CUDAL Technical Report: Rural Australia Point Cloud Dataset in Rainy Conditions0
Nano-3D: Metasurface-Based Neural Depth Imaging0
AutoDrive-QA- Automated Generation of Multiple-Choice Questions for Autonomous Driving Datasets Using Large Vision-Language Models0
EdgeRegNet: Edge Feature-based Multimodal Registration Network between Images and LiDAR Point CloudsCode1
V2X-DG: Domain Generalization for Vehicle-to-Everything Cooperative Perception0
Generating Multimodal Driving Scenes via Next-Scene Prediction0
USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network0
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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