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 28012810 of 6092 papers

TitleStatusHype
Car-Studio: Learning Car Radiance Fields from Single-View and Endless In-the-wild ImagesCode1
Patterns of Vehicle Lights: Addressing Complexities in Curation and Annotation of Camera-Based Vehicle Light Datasets and Metrics0
HeightFormer: Explicit Height Modeling without Extra Data for Camera-only 3D Object Detection in Bird's Eye View0
COCO-O: A Benchmark for Object Detectors under Natural Distribution ShiftsCode2
A Simple and Model-Free Path Filtering Algorithm for Smoothing and AccuracyCode2
Traffic Flow Simulation for Autonomous Driving0
FDCT: Fast Depth Completion for Transparent ObjectsCode1
Patch-Wise Point Cloud Generation: A Divide-and-Conquer ApproachCode0
HVDetFusion: A Simple and Robust Camera-Radar Fusion FrameworkCode1
R2Det: Redemption from Range-view for Accurate 3D Object Detection0
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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