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 971980 of 6092 papers

TitleStatusHype
PCB-RandNet: Rethinking Random Sampling for LIDAR Semantic Segmentation in Autonomous Driving SceneCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Exploring Attention GAN for Vehicle Motion PredictionCode1
Query-based Hard-Image Retrieval for Object Detection at Test TimeCode1
LEADER: Learning Attention over Driving Behaviors for Planning under UncertaintyCode1
GANet: Goal Area Network for Motion ForecastingCode1
A Dual-Cycled Cross-View Transformer Network for Unified Road Layout Estimation and 3D Object Detection in the Bird's-Eye-ViewCode1
RGB-Event Fusion for Moving Object Detection in Autonomous DrivingCode1
Lossless SIMD Compression of LiDAR Range and Attribute Scan SequencesCode1
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
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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