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 47764800 of 6092 papers

TitleStatusHype
SeqNet: Learning Descriptors for Sequence-based Hierarchical Place RecognitionCode1
ROAD: The ROad event Awareness Dataset for Autonomous DrivingCode1
Adaptive Video Configuration and Bitrate Allocation for Teleoperated Vehicles0
Uncertainty Estimation Using Riemannian Model~Dynamics for Offline Reinforcement Learning0
On the Effects of Quantisation on Model Uncertainty in Bayesian Neural NetworksCode1
Phase Space Reconstruction Network for Lane Intrusion Action Recognition0
Latent Variable Sequential Set Transformers For Joint Multi-Agent Motion PredictionCode1
Camera Calibration with Pose Guidance0
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
Improving Hierarchical Adversarial Robustness of Deep Neural Networks0
Separated Proportional-Integral Lagrangian for Chance Constrained Reinforcement Learning0
Weakly Supervised Learning of Rigid 3D Scene FlowCode1
LEAD: LiDAR Extender for Autonomous Driving0
Engineering Education in the Age of Autonomous Machines0
Steadily Learn to Drive with Virtual Memory0
Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems0
OmniDet: Surround View Cameras based Multi-task Visual Perception Network for Autonomous DrivingCode0
FedBN: Federated Learning on Non-IID Features via Local Batch NormalizationCode1
Adaptive Optimization of Autonomous Vehicle Computational Resources for Performance and Energy Improvement0
Disturbing Reinforcement Learning Agents with Corrupted Rewards0
Corner Cases for Visual Perception in Automated Driving: Some Guidance on Detection Approaches0
Driver2vec: Driver Identification from Automotive Data0
Domain Adaptation In Reinforcement Learning Via Latent Unified State RepresentationCode1
Robustness in Compressed Neural Networks for Object Detection0
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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