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 33213330 of 6092 papers

TitleStatusHype
Master's Thesis: Out-of-distribution Detection with Energy-based ModelsCode0
Joint Geometry and Attribute Upsampling of Point Clouds Using Frequency-Selective Models with Overlapped Support0
Certified Interpretability Robustness for Class Activation Mapping0
An Efficient Semi-Automated Scheme for Infrastructure LiDAR Annotation0
Search-Based Task and Motion Planning for Hybrid Systems: Agile Autonomous VehiclesCode1
On the Adversarial Robustness of Camera-based 3D Object DetectionCode1
Autonomous particles0
Using a Waffle Iron for Automotive Point Cloud Semantic SegmentationCode1
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous DrivingCode1
On Multi-Agent Deep Deterministic Policy Gradients and their Explainability for SMARTS Environment0
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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