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 35513560 of 6092 papers

TitleStatusHype
Interpretable Goal-Based model for Vehicle Trajectory Prediction in Interactive Scenarios0
Bias Behind the Wheel: Fairness Testing of Autonomous Driving SystemsCode0
Non-line-of-sight reconstruction via structure sparsity regularization0
Analytical Safety Bounds for Trajectory Following Controllers in Autonomous Vehicles0
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation0
Synthetic outlier generation for anomaly detection in autonomous driving0
Diffusion-Augmented Depth Prediction with Sparse Annotations0
A Survey on Deep Learning-based Spatio-temporal Action Detection0
Assessing Systematic Weaknesses of DNNs using Counterfactuals0
SMARLA: A Safety Monitoring Approach for Deep Reinforcement Learning AgentsCode0
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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