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 37013710 of 6092 papers

TitleStatusHype
Balancing Explainability-Accuracy of Complex Models0
Windscreen Optical Quality for AI Algorithms: Refractive Power and MTF not Sufficient0
RCFusion: Fusing 4-D Radar and Camera With Bird’s-Eye View Features for 3-D Object Detection0
From Model-Based to Data-Driven Simulation: Challenges and Trends in Autonomous Driving0
Semantic Segmentation of Radar Detections using Convolutions on Point Clouds0
Why current rain denoising models fail on CycleGAN created rain images in autonomous driving0
Learning Pedestrian Actions to Ensure Safe Autonomous Driving0
On Learning the Tail Quantiles of Driving Behavior Distributions via Quantile Regression and Flows0
Risk-aware Safe Control for Decentralized Multi-agent Systems via Dynamic Responsibility Allocation0
Deep Radar Inverse Sensor Models for Dynamic Occupancy Grid Maps0
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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