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 40914100 of 6092 papers

TitleStatusHype
DL-SLOT: Dynamic Lidar SLAM and Object Tracking Based On Graph Optimization0
Enabling Efficient Deep Convolutional Neural Network-based Sensor Fusion for Autonomous Driving0
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections0
Going Deeper into Recognizing Actions in Dark Environments: A Comprehensive Benchmark Study0
Multi-task Safe Reinforcement Learning for Navigating Intersections in Dense Traffic0
Task-oriented Scheduling for Networked Control Systems: An Age of Information-Aware Implementation on Software-defined Radios0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentationCode0
CSCNet: Contextual Semantic Consistency Network for Trajectory Prediction in Crowded Spaces0
V2X-Sim: Multi-Agent Collaborative Perception Dataset and Benchmark for Autonomous Driving0
Reducing Overconfidence Predictions for Autonomous Driving 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