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 48514900 of 6092 papers

TitleStatusHype
HalentNet: Multimodal Trajectory Forecasting with Hallucinative Intents0
Driving through the Lens: Improving Generalization of Learning-based Steering using Simulated Adversarial Examples0
Motion Forecasting with Unlikelihood Training0
End-to-End on-device Federated Learning: A case study0
RTS3D: Real-time Stereo 3D Detection from 4D Feature-Consistency Embedding Space for Autonomous DrivingCode1
Visual Probing and Correction of Object Recognition Models with Interactive user feedbackCode0
An Efficient Generation Method based on Dynamic Curvature of the Reference Curve for Robust Trajectory Planning0
Commonsense Visual Sensemaking for Autonomous Driving: On Generalised Neurosymbolic Online Abduction Integrating Vision and Semantics0
Probabilistic 3D Multi-Modal, Multi-Object Tracking for Autonomous DrivingCode1
Improving the Generalization of End-to-End Driving through Procedural GenerationCode1
Achieving Real-Time LiDAR 3D Object Detection on a Mobile Device0
Deep Learning Based Intelligent Inter-Vehicle Distance Control for 6G Enabled Cooperative Autonomous Driving0
Reconfigurable Intelligent Surface Assisted Mobile Edge Computing with Heterogeneous Learning Tasks0
Prediction by Anticipation: An Action-Conditional Prediction Method based on Interaction Learning0
Assume/Guarantee Contracts for Dynamical Systems: Theory and Computational Tools0
Parallelized Instantaneous Velocity and Heading Estimation of Objects using Single Imaging Radar0
The Translucent Patch: A Physical and Universal Attack on Object Detectors0
Exploring Data Augmentation for Multi-Modality 3D Object DetectionCode1
Semantic Segmentation on Swiss3DCities: A Benchmark Study on Aerial Photogrammetric 3D Pointcloud DatasetCode1
Social NCE: Contrastive Learning of Socially-aware Motion RepresentationsCode1
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead0
Anchor-Based Spatio-Temporal Attention 3D Convolutional Networks for Dynamic 3D Point Cloud Sequences0
Labels Are Not Perfect: Inferring Spatial Uncertainty in Object Detection0
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection0
PanoNet3D: Combining Semantic and Geometric Understanding for LiDARPoint Cloud Detection0
End-to-end Deep Object Tracking with Circular Loss Function for Rotated Bounding Box0
Temporal LiDAR Frame Prediction for Autonomous DrivingCode1
Machine Learning Algorithm for NLOS Millimeter Wave in 5G V2X Communication0
CARLA Real Traffic Scenarios -- novel training ground and benchmark for autonomous driving0
LiveMap: Real-Time Dynamic Map in Automotive Edge Computing0
Fine-Grained Vehicle Perception via 3D Part-Guided Visual Data AugmentationCode1
Artificial Dummies for Urban Dataset AugmentationCode0
Increasing Data Efficiency of Driving Agent By World ModelCode0
Virtual Autonomous Driving with Reinforcement Learning0
PePScenes: A Novel Dataset and Baseline for Pedestrian Action Prediction in 3DCode0
π-ROAD: a Learn-as-You-Go Framework for On-Demand Emergency Slices in V2X Scenarios0
Dependency Decomposition and a Reject Option for Explainable Models0
Direct Depth Learning Network for Stereo Matching0
A Registration-aided Domain Adaptation Network for 3D Point Cloud Based Place RecognitionCode1
Transfer Learning for Efficient Iterative Safety Validation0
Long Term Motion Prediction Using KeyposesCode0
3DIoUMatch: Leveraging IoU Prediction for Semi-Supervised 3D Object DetectionCode1
Sparse Single Sweep LiDAR Point Cloud Segmentation via Learning Contextual Shape Priors from Scene CompletionCode1
FuseVis: Interpreting neural networks for image fusion using per-pixel saliency visualizationCode1
Computer Stereo Vision for Autonomous Driving0
Amortized Q-learning with Model-based Action Proposals for Autonomous Driving on Highways0
Cirrus: A Long-range Bi-pattern LiDAR Dataset0
It's All Around You: Range-Guided Cylindrical Network for 3D Object Detection0
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
Radar Artifact Labeling Framework (RALF): Method for Plausible Radar Detections in Datasets0
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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