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 24712480 of 6092 papers

TitleStatusHype
DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems0
DeepBbox: Accelerating Precise Ground Truth Generation for Autonomous Driving Datasets0
AutoEncoding Tree for City Generation and Applications0
3D Object Detection Method Based on YOLO and K-Means for Image and Point Clouds0
HyKo: A Spectral Dataset for Scene Understanding0
DeepAVO: Efficient Pose Refining with Feature Distilling for Deep Visual Odometry0
Deep auxiliary learning for visual localization using colorization task0
AutoDrive-QA- Automated Generation of Multiple-Choice Questions for Autonomous Driving Datasets Using Large Vision-Language Models0
Deep Active Learning for Efficient Training of a LiDAR 3D Object Detector0
DeepAccident: A Motion and Accident Prediction Benchmark for V2X Autonomous Driving0
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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