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 19311940 of 6092 papers

TitleStatusHype
Homography Guided Temporal Fusion for Road Line and Marking SegmentationCode1
NeuroNCAP: Photorealistic Closed-loop Safety Testing for Autonomous DrivingCode3
Real-Time Detection and Analysis of Vehicles and Pedestrians using Deep Learning0
PillarTrack:Boosting Pillar Representation for Transformer-based 3D Single Object Tracking on Point CloudsCode1
VeTraSS: Vehicle Trajectory Similarity Search Through Graph Modeling and Representation Learning0
Sparse Laneformer0
Can Vehicle Motion Planning Generalize to Realistic Long-tail Scenarios?Code2
SparseAD: Sparse Query-Centric Paradigm for Efficient End-to-End Autonomous Driving0
Monocular 3D lane detection for Autonomous Driving: Recent Achievements, Challenges, and Outlooks0
Sparse Points to Dense Clouds: Enhancing 3D Detection with Limited LiDAR Data0
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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