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 18711880 of 6092 papers

TitleStatusHype
BoostRad: Enhancing Object Detection by Boosting Radar Reflections0
Motion planning for off-road autonomous driving based on human-like cognition and weight adaptation0
Multimodal Fusion on Low-quality Data: A Comprehensive Survey0
CLFT: Camera-LiDAR Fusion Transformer for Semantic Segmentation in Autonomous DrivingCode1
Cost-Sensitive Uncertainty-Based Failure Recognition for Object DetectionCode0
On the Road to Clarity: Exploring Explainable AI for World Models in a Driver Assistance System0
A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic SegmentationCode2
Integration of Mixture of Experts and Multimodal Generative AI in Internet of Vehicles: A Survey0
A Survey on Intermediate Fusion Methods for Collaborative Perception Categorized by Real World Challenges0
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression0
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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