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 43214330 of 6092 papers

TitleStatusHype
Structure Aware and Class Balanced 3D Object Detection on nuScenes Dataset0
Collaborative 3D Object Detection for Automatic Vehicle Systems via Learnable Communications0
Learning to Drive Using Sparse Imitation Reinforcement Learning0
Towards Model Generalization for Monocular 3D Object Detection0
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and IdentificationCode0
A Hierarchical MPC Approach to Car-Following via Linearly Constrained Quadratic Programming0
PAC-Wrap: Semi-Supervised PAC Anomaly Detection0
Towards biologically plausible Dreaming and Planning in recurrent spiking networksCode0
Emergent Visual Sensors for Autonomous Vehicles0
Policy Distillation with Selective Input Gradient Regularization for Efficient Interpretability0
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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