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 551560 of 6092 papers

TitleStatusHype
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
FSD-BEV: Foreground Self-Distillation for Multi-view 3D Object DetectionCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban ScenesCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy PredictionCode1
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy LearningCode1
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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