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 29612970 of 6092 papers

TitleStatusHype
Transfer Learning Study of Motion Transformer-based Trajectory Predictions0
D2E-An Autonomous Decision-making Dataset involving Driver States and Human Evaluation0
Sparse Laneformer0
VeTraSS: Vehicle Trajectory Similarity Search Through Graph Modeling and Representation Learning0
Real-Time Detection and Analysis of Vehicles and Pedestrians using Deep Learning0
SparseAD: Sparse Query-Centric Paradigm for Efficient End-to-End Autonomous Driving0
Sparse Points to Dense Clouds: Enhancing 3D Detection with Limited LiDAR Data0
Identification of Fine-grained Systematic Errors via Controlled Scene Generation0
Monocular 3D lane detection for Autonomous Driving: Recent Achievements, Challenges, and Outlooks0
Autonomous Driving Small-Scale Cars: A Survey of Recent Development0
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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