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 26112620 of 6092 papers

TitleStatusHype
Trainable Pointwise Decoder Module for Point Cloud Segmentation0
Effect of Fog Particle Size Distribution on 3D Object Detection Under Adverse Weather Conditions0
Enabling Next-Generation V2X Perception: Wireless Rigid Body Localization and Tracking0
Enhancing Online Road Network Perception and Reasoning with Standard Definition Maps0
MUFASA: Multi-View Fusion and Adaptation Network with Spatial Awareness for Radar Object Detection0
Analysis of Functional Insufficiencies and Triggering Conditions to Improve the SOTIF of an MPC-based Trajectory Planner0
SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving0
Areas of Improvement for Autonomous Vehicles: A Machine Learning Analysis of Disengagement Reports0
Learning Ordinality in Semantic Segmentation0
Task-Oriented Communication for Vehicle-to-Infrastructure Cooperative Perception0
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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