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 751775 of 6092 papers

TitleStatusHype
FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous DrivingCode1
FGFusion: Fine-Grained Lidar-Camera Fusion for 3D Object DetectionCode1
MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth CluesCode1
Distributional Pareto-Optimal Multi-Objective Reinforcement LearningCode1
PanoVOS: Bridging Non-panoramic and Panoramic Views with Transformer for Video SegmentationCode1
LiON: Learning Point-wise Abstaining Penalty for LiDAR Outlier DetectioN Using Diverse Synthetic DataCode1
RMP: A Random Mask Pretrain Framework for Motion PredictionCode1
The Moral Machine Experiment on Large Language ModelsCode1
Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar?Code1
Language Prompt for Autonomous DrivingCode1
Context-Aware 3D Object Localization from Single Calibrated Images: A Study of BasketballsCode1
InteractionNet: Joint Planning and Prediction for Autonomous Driving with TransformersCode1
Enhancing 6-DoF Object Pose Estimation through Multiple Modality Fusion: A Hybrid CNN Architecture with Cross-Layer and Cross-Modal IntegrationCode1
Efficient Baselines for Motion Prediction in Autonomous DrivingCode1
BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye ViewCode1
TSTTC: A Large-Scale Dataset for Time-to-Contact Estimation in Driving ScenariosCode1
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth EstimationCode1
PointOcc: Cylindrical Tri-Perspective View for Point-based 3D Semantic Occupancy PredictionCode1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
Complementing Onboard Sensors with Satellite Map: A New Perspective for HD Map ConstructionCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
SOGDet: Semantic-Occupancy Guided Multi-view 3D Object DetectionCode1
UniM^2AE: Multi-modal Masked Autoencoders with Unified 3D Representation for 3D Perception in Autonomous DrivingCode1
DatasetEquity: Are All Samples Created Equal? In The Quest For Equity Within DatasetsCode1
FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous DrivingCode1
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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