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 42714280 of 6092 papers

TitleStatusHype
GRI: General Reinforced Imitation and its Application to Vision-Based Autonomous Driving0
Switching Recurrent Kalman Networks0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion0
An Embarrassingly Pragmatic Introduction to Vision-based Autonomous Robots0
Towards Optimal Strategies for Training Self-Driving Perception Models in Simulation0
DriverGym: Democratising Reinforcement Learning for Autonomous Driving0
Multimodal Virtual Point 3D DetectionCode1
Optimized adaptive MPC for lateral control of autonomous vehiclesCode1
Graph-Guided Deformation for Point Cloud Completion0
Multi-agent Reinforcement Learning for Cooperative Lane Changing of Connected and Autonomous Vehicles in Mixed Traffic0
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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