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 50015025 of 6092 papers

TitleStatusHype
Radar Occupancy Prediction with Lidar Supervision while Preserving Long-Range Sensing and Penetrating Capabilities0
Radars for Autonomous Driving: A Review of Deep Learning Methods and Challenges0
Radar Spectra-Language Model for Automotive Scene Parsing0
RAD: Retrieval-Augmented Decision-Making of Meta-Actions with Vision-Language Models in Autonomous Driving0
RadSegNet: A Reliable Approach to Radar Camera Fusion0
RadSimReal: Bridging the Gap Between Synthetic and Real Data in Radar Object Detection With Simulation0
RadSplatter: Extending 3D Gaussian Splatting to Radio Frequencies for Wireless Radiomap Extrapolation0
RAD: Training an End-to-End Driving Policy via Large-Scale 3DGS-based Reinforcement Learning0
RAG-based Explainable Prediction of Road Users Behaviors for Automated Driving using Knowledge Graphs and Large Language Models0
RaidaR: A Rich Annotated Image Dataset of Rainy Street Scenes0
RailYolact -- A Yolact Focused on edge for Real-Time Rail Segmentation0
RAIN: Reinforced Hybrid Attention Inference Network for Motion Forecasting0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
RaLiBEV: Radar and LiDAR BEV Fusion Learning for Anchor Box Free Object Detection Systems0
Randomized Adversarial Imitation Learning for Autonomous Driving0
Range Adaptation for 3D Object Detection in LiDAR0
RangeIoUDet: Range Image Based Real-Time 3D Object Detector Optimized by Intersection Over Union0
RangeSeg: Range-Aware Real Time Segmentation of 3D LiDAR Point Clouds0
Ranging Performance Analysis in Automotive DToF Lidars0
Ranking-aware Continual Learning for LiDAR Place Recognition0
Rapid Deployment of Domain-specific Hyperspectral Image Processors with Application to Autonomous Driving0
RASMD: RGB And SWIR Multispectral Driving Dataset for Robust Perception in Adverse Conditions0
Rate-Accuracy Bounds in Visual Coding for Machines0
Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator0
Raw2Drive: Reinforcement Learning with Aligned World Models for End-to-End Autonomous Driving (in CARLA v2)0
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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