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 39313940 of 6092 papers

TitleStatusHype
FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer0
On Multi-Agent Deep Deterministic Policy Gradients and their Explainability for SMARTS Environment0
MAVERIC: A Data-Driven Approach to Personalized Autonomous Driving0
A Light-Weight Communication-Efficient Data Sharing Approach in 5G NR V2X0
Human-Machine Collaboration for Smart Decision Making: Current Trends and Future Opportunities0
PTA-Det: Point Transformer Associating Point cloud and Image for 3D Object Detection0
DR-WLC: Dimensionality Reduction cognition for object detection and pose estimation by Watching, Learning and CheckingCode0
The #DNN-Verification Problem: Counting Unsafe Inputs for Deep Neural Networks0
Deep-learning-based on-chip rapid spectral imaging with high spatial resolution0
DarkVision: A Benchmark for Low-light Image/Video Perception0
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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