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 741750 of 6092 papers

TitleStatusHype
A Survey of World Models for Autonomous DrivingCode1
Car-GS: Addressing Reflective and Transparent Surface Challenges in 3D Car Reconstruction0
Explainable artificial intelligence (XAI): from inherent explainability to large language models0
MutualForce: Mutual-Aware Enhancement for 4D Radar-LiDAR 3D Object Detection0
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
The Devil is in the Details: Simple Remedies for Image-to-LiDAR Representation Learning0
RE-POSE: Synergizing Reinforcement Learning-Based Partitioning and Offloading for Edge Object Detection0
On Learning Informative Trajectory Embeddings for Imitation, Classification and RegressionCode0
MonoSOWA: Scalable monocular 3D Object detector Without human Annotations0
Distilling Multi-modal Large Language Models for Autonomous Driving0
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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