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 38913900 of 6092 papers

TitleStatusHype
Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead0
BadDet: Backdoor Attacks on Object DetectionCode0
Fully Convolutional One-Stage 3D Object Detection on LiDAR Range Images0
BEVFusion: A Simple and Robust LiDAR-Camera Fusion FrameworkCode2
OpenCalib: A Multi-sensor Calibration Toolbox for Autonomous DrivingCode4
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World ModelsCode1
Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object DetectorsCode1
Semantic Segmentation for Thermal Images: A Comparative Survey0
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View RepresentationCode4
Structure Aware and Class Balanced 3D Object Detection on nuScenes Dataset0
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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