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 24312440 of 6092 papers

TitleStatusHype
Deep Inverse Sensor Models as Priors for evidential Occupancy Mapping0
Automated Parking Planning with Vision-Based BEV Approach0
Deep Instance Segmentation with Automotive Radar Detection Points0
Automated Lane Change Strategy using Proximal Policy Optimization-based Deep Reinforcement Learning0
3D Object Proposals using Stereo Imagery for Accurate Object Class Detection0
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing0
DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behavior0
Automated Lane Change Decision Making using Deep Reinforcement Learning in Dynamic and Uncertain Highway Environment0
Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding0
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection0
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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