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 11511160 of 6092 papers

TitleStatusHype
Safety-aware Motion Prediction with Unseen Vehicles for Autonomous DrivingCode1
FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic SegmentationCode1
Unsupervised Monocular Depth Perception: Focusing on Moving ObjectsCode1
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
FOVEA: Foveated Image Magnification for Autonomous NavigationCode1
YOLOP: You Only Look Once for Panoptic Driving PerceptionCode1
AutoShape: Real-Time Shape-Aware Monocular 3D Object DetectionCode1
Model-based Decision Making with Imagination for Autonomous ParkingCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
DenseTNT: End-to-end Trajectory Prediction from Dense Goal SetsCode1
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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