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 15011510 of 6092 papers

TitleStatusHype
Understanding Impacts of Electromagnetic Signal Injection Attacks on Object Detection0
Velocity Driven Vision: Asynchronous Sensor Fusion Birds Eye View Models for Autonomous Vehicles0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
LiCROcc: Teach Radar for Accurate Semantic Occupancy Prediction using LiDAR and Camera0
SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving with Analytic Safety Guarantees0
A Simulation Benchmark for Autonomous Racing with Large-Scale Human DataCode2
Comprehensive Overview of Reward Engineering and Shaping in Advancing Reinforcement Learning Applications0
MILAN: Milli-Annotations for Lidar Semantic Segmentation0
Explore the LiDAR-Camera Dynamic Adjustment Fusion for 3D Object DetectionCode0
Flow-guided Motion Prediction with Semantics and 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