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 30213030 of 6092 papers

TitleStatusHype
SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving0
Identify, Estimate and Bound the Uncertainty of Reinforcement Learning for Autonomous Driving0
Learning Monocular Depth in Dynamic Environment via Context-aware Temporal Attention0
MCRB on DOA Estimation for Automotive MIMO Radar in the Presence of Multipath0
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields0
SalienDet: A Saliency-based Feature Enhancement Algorithm for Object Detection for Autonomous DrivingCode0
PVT-SSD: Single-Stage 3D Object Detector with Point-Voxel TransformerCode1
Segment and Track AnythingCode4
DMNR: Unsupervised De-noising of Point Clouds Corrupted by Airborne Particles0
Think Twice before Driving: Towards Scalable Decoders for End-to-End Autonomous DrivingCode2
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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