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 27112720 of 6092 papers

TitleStatusHype
Improving 3D Object Detection for Pedestrians with Virtual Multi-View Synthesis Orientation Estimation0
Improving 3D Occupancy Prediction through Class-balancing Loss and Multi-scale Representation0
Improving Agent Behaviors with RL Fine-tuning for Autonomous Driving0
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment0
Improving Batch Normalization with TTA for Robust Object Detection in Self-Driving0
Improving Bird's Eye View Semantic Segmentation by Task Decomposition0
Diverse Multiple Trajectory Prediction Using a Two-stage Prediction Network Trained with Lane Loss0
Improving Efficiency of DNN-based Relocalization Module for Autonomous Driving with Server-side Computing0
DeepBbox: Accelerating Precise Ground Truth Generation for Autonomous Driving Datasets0
High precision indoor positioning by means of LiDAR0
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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