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 29012910 of 6092 papers

TitleStatusHype
QCNeXt: A Next-Generation Framework For Joint Multi-Agent Trajectory PredictionCode2
A Study on Quantifying Sim2Real Image Gap in Autonomous Driving Simulations Using Lane Segmentation Attention Map Similarity0
Towards exploring adversarial learning for anomaly detection in complex driving scenes0
A survey on deep learning approaches for data integration in autonomous driving system0
MachMap: End-to-End Vectorized Solution for Compact HD-Map ConstructionCode2
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation0
End-to-End Vectorized HD-map Construction with Piecewise Bezier CurveCode2
Towards Better Certified Segmentation via Diffusion ModelsCode0
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation0
PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic SegmentationCode1
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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