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 38313840 of 6092 papers

TitleStatusHype
MPA: MultiPath++ Based Architecture for Motion PredictionCode2
Benchmarking Constraint Inference in Inverse Reinforcement LearningCode1
Real-time Full-stack Traffic Scene Perception for Autonomous Driving with Roadside Cameras0
Distortion-Aware Network Pruning and Feature Reuse for Real-time Video Segmentation0
ORFD: A Dataset and Benchmark for Off-Road Freespace DetectionCode2
C-SENN: Contrastive Self-Explaining Neural Network0
3D Object Detection for Autonomous Driving: A Comprehensive SurveyCode2
Opendenselane: A Dense Lidar-Based Dataset for HD Map ConstructionCode0
A Dynamic Data Driven Approach for Explainable Scene Understanding0
VectorMapNet: End-to-end Vectorized HD Map LearningCode2
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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