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 651675 of 6092 papers

TitleStatusHype
Driving Style Alignment for LLM-powered Driver AgentCode1
SimPB: A Single Model for 2D and 3D Object Detection from Multiple CamerasCode1
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic SegmentationCode1
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture SearchCode1
RangeLDM: Fast Realistic LiDAR Point Cloud GenerationCode1
PreSight: Enhancing Autonomous Vehicle Perception with City-Scale NeRF PriorsCode1
Offboard Occupancy Refinement with Hybrid Propagation for Autonomous DrivingCode1
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
Unleashing HyDRa: Hybrid Fusion, Depth Consistency and Radar for Unified 3D PerceptionCode1
SeSame: Simple, Easy 3D Object Detection with Point-Wise SemanticsCode1
Fast Kernel Scene FlowCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
Scalable Vision-Based 3D Object Detection and Monocular Depth Estimation for Autonomous DrivingCode1
3DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labellingCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
SeqTrack3D: Exploring Sequence Information for Robust 3D Point Cloud TrackingCode1
Context-based Interpretable Spatio-Temporal Graph Convolutional Network for Human Motion ForecastingCode1
UncertaintyTrack: Exploiting Detection and Localization Uncertainty in Multi-Object TrackingCode1
AYDIV: Adaptable Yielding 3D Object Detection via Integrated Contextual Vision TransformerCode1
All-weather Multi-Modality Image Fusion: Unified Framework and 100k BenchmarkCode1
Multimodal-Enhanced Objectness Learner for Corner Case Detection in Autonomous DrivingCode1
RIDERS: Radar-Infrared Depth Estimation for Robust SensingCode1
Multi-agent Path Finding for Cooperative Autonomous DrivingCode1
A Concise but High-performing Network for Image Guided Depth Completion in Autonomous DrivingCode1
GarchingSim: An Autonomous Driving Simulator with Photorealistic Scenes and Minimalist WorkflowCode1
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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