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 25212530 of 6092 papers

TitleStatusHype
Recent Advances in Multi-modal 3D Scene Understanding: A Comprehensive Survey and Evaluation0
Data-driven Traffic Simulation: A Comprehensive Review0
RoboDepth: Robust Out-of-Distribution Depth Estimation under CorruptionsCode2
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic SegmentationCode0
BM2CP: Efficient Collaborative Perception with LiDAR-Camera ModalitiesCode1
DICE: Diverse Diffusion Model with Scoring for Trajectory Prediction0
Vision Language Models in Autonomous Driving: A Survey and OutlookCode2
Equivariant Map and Agent Geometry for Autonomous Driving Motion Prediction0
Exploring Driving Behavior for Autonomous Vehicles Based on Gramian Angular Field Vision Transformer0
OpenAnnotate3D: Open-Vocabulary Auto-Labeling System for Multi-modal 3D DataCode1
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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