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 43514360 of 6092 papers

TitleStatusHype
Injecting Planning-Awareness into Prediction and Detection EvaluationCode1
Hierarchical Potential-based Reward Shaping from Task SpecificationsCode0
3D-FCT: Simultaneous 3D Object Detection and Tracking Using Feature Correlation0
Reversible Attack based on Local Visual Adversarial Perturbation0
Influencing Towards Stable Multi-Agent Interactions0
A Methodology to Identify Cognition Gaps in Visual Recognition Applications Based on Convolutional Neural Networks0
Deep Instance Segmentation with Automotive Radar Detection Points0
CertainNet: Sampling-free Uncertainty Estimation for Object Detection0
Marginally calibrated response distributions for end-to-end learning in autonomous drivingCode0
Cycle-Consistent World Models for Domain Independent Latent Imagination0
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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