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 27512760 of 6092 papers

TitleStatusHype
FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous DrivingCode1
PV-SSD: A Multi-Modal Point Cloud Feature Fusion Method for Projection Features and Variable Receptive Field Voxel Features0
TorchQL: A Programming Framework for Integrity Constraints in Machine Learning0
When Monte-Carlo Dropout Meets Multi-Exit: Optimizing Bayesian Neural Networks on FPGACode1
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
R2S100K: Road-Region Segmentation Dataset For Semi-Supervised Autonomous Driving in the Wild0
Hardware Accelerators in Autonomous Driving0
MapTRv2: An End-to-End Framework for Online Vectorized HD Map ConstructionCode3
Machine Learning aided Computer Architecture Design for CNN Inferencing Systems0
Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving0
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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