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 41714180 of 6092 papers

TitleStatusHype
Whose Track Is It Anyway? Improving Robustness to Tracking Errors With Affinity-Based Trajectory Prediction0
LSVC: A Learning-Based Stereo Video Compression Framework0
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation0
Multi-Objective Diverse Human Motion Prediction With Knowledge Distillation0
Rope3D: The Roadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
AutoMine: An Unmanned Mine Dataset0
HiVT: Hierarchical Vector Transformer for Multi-Agent Motion PredictionCode2
Exploiting Rigidity Constraints for LiDAR Scene Flow Estimation0
LTP: Lane-Based Trajectory Prediction for Autonomous Driving0
Segment-Fusion: Hierarchical Context Fusion for Robust 3D Semantic Segmentation0
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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