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 33213330 of 6092 papers

TitleStatusHype
BEV-MODNet: Monocular Camera based Bird's Eye View Moving Object Detection for Autonomous Driving0
BEVPose: Unveiling Scene Semantics through Pose-Guided Multi-Modal BEV Alignment0
BEV-SAN: Accurate BEV 3D Object Detection via Slice Attention Networks0
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs0
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems0
Beyond Grand Theft Auto V for Training, Testing and Enhancing Deep Learning in Self Driving Cars0
Beyond One Model Fits All: Ensemble Deep Learning for Autonomous Vehicles0
Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction0
Beyond Point Clouds: A Knowledge-Aided High Resolution Imaging Radar Deep Detector for Autonomous Driving0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing0
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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