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 971980 of 6092 papers

TitleStatusHype
PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving0
SEED4D: A Synthetic Ego--Exo Dynamic 4D Data Generator, Driving Dataset and BenchmarkCode1
Motion Dreamer: Realizing Physically Coherent Video Generation through Scene-Aware Motion ReasoningCode0
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes0
FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For Anomaly Segmentation0
SpaRC: Sparse Radar-Camera Fusion for 3D Object DetectionCode0
A Multi-Loss Strategy for Vehicle Trajectory Prediction: Combining Off-Road, Diversity, and Directional Consistency LossesCode1
ReconDreamer: Crafting World Models for Driving Scene Reconstruction via Online Restoration0
T2SG: Traffic Topology Scene Graph for Topology Reasoning in Autonomous Driving0
UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation0
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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