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 42214230 of 6092 papers

TitleStatusHype
Aerial Monocular 3D Object DetectionCode0
Stochastic MPC with Dual Control for Autonomous Driving with Multi-Modal Interaction-Aware Predictions0
A Lightweight Machine Learning Pipeline for LiDAR-simulation0
A Survey on Visual Map Localization Using LiDARs and Cameras0
TransPillars: Coarse-to-Fine Aggregation for Multi-Frame 3D Object Detection0
Safe and Human-Like Autonomous Driving: A Predictor-Corrector Potential Game Approach0
Reinforcement Learning for Joint V2I Network Selection and Autonomous Driving Policies0
LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor0
Time-Dependent Performance Modeling for Platooning Communications at Intersection0
Ithaca365: Dataset and Driving Perception under Repeated and Challenging Weather Conditions0
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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