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 49514975 of 6092 papers

TitleStatusHype
Motion Classification and Height Estimation of Pedestrians Using Sparse Radar Data0
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth EstimationCode0
Addressing Action Oscillations through Learning Policy Inertia0
Model-Agnostic Defense for Lane Detection against Adversarial AttackCode0
A Driving Behavior Recognition Model with Bi-LSTM and Multi-Scale CNN0
Self-Supervised Simultaneous Multi-Step Prediction of Road Dynamics and Cost Map0
FisheyeSuperPoint: Keypoint Detection and Description Network for Fisheye Images0
Open-set Intersection Intention Prediction for Autonomous Driving0
End-to-end Uncertainty-based Mitigation of Adversarial Attacks to Automated Lane Centering0
Safe Distributional Reinforcement Learning0
Improving Robustness of Learning-based Autonomous Steering Using Adversarial Images0
PixSet : An Opportunity for 3D Computer Vision to Go Beyond Point Clouds With a Full-Waveform LiDAR Dataset0
PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference LearningCode0
Grounded Relational Inference: Domain Knowledge Driven Explainable Autonomous Driving0
Uncertainty Estimation Using Riemannian Model~Dynamics for Offline Reinforcement Learning0
Phase Space Reconstruction Network for Lane Intrusion Action Recognition0
Adaptive Video Configuration and Bitrate Allocation for Teleoperated Vehicles0
Adaptable Deformable Convolutions for Semantic Segmentation of Fisheye Images in Autonomous Driving Systems0
SLPC: a VRNN-based approach for stochastic lidar prediction and completion in autonomous driving0
Camera Calibration with Pose Guidance0
Improving Hierarchical Adversarial Robustness of Deep Neural Networks0
Separated Proportional-Integral Lagrangian for Chance Constrained Reinforcement Learning0
Engineering Education in the Age of Autonomous Machines0
LEAD: LiDAR Extender for Autonomous Driving0
Steadily Learn to Drive with Virtual Memory0
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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