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 851900 of 6092 papers

TitleStatusHype
CaFNet: A Confidence-Driven Framework for Radar Camera Depth EstimationCode1
A Technical Survey and Evaluation of Traditional Point Cloud Clustering Methods for LiDAR Panoptic SegmentationCode1
Lidar with Velocity: Correcting Moving Objects Point Cloud Distortion from Oscillating Scanning Lidars by Fusion with CameraCode1
Beyond One Shot, Beyond One Perspective: Cross-View and Long-Horizon Distillation for Better LiDAR RepresentationsCode1
Edge Federated Learning Via Unit-Modulus Over-The-Air ComputationCode1
Efficient and Effective Generation of Test Cases for Pedestrian Detection -- Search-based Software Testing of Baidu Apollo in SVLCode1
Efficient Risk-Averse Reinforcement LearningCode1
ATDN vSLAM: An all-through Deep Learning-Based Solution for Visual Simultaneous Localization and MappingCode1
Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier GraphsCode1
LiSu: A Dataset and Method for LiDAR Surface Normal EstimationCode1
Anchor-free Small-scale Multispectral Pedestrian DetectionCode1
EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenesCode1
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Dynamic Conditional Imitation Learning for Autonomous DrivingCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
Bi-Mix: Bidirectional Mixing for Domain Adaptive Nighttime Semantic SegmentationCode1
LSSInst: Improving Geometric Modeling in LSS-Based BEV Perception with Instance RepresentationCode1
LUCIDGames: onLine UnsCented Inverse Dynamic Games forAdaptive Trajectory Prediction and PlanningCode1
M3CAD: Towards Generic Cooperative Autonomous Driving BenchmarkCode1
M3D-RPN: Monocular 3D Region Proposal Network for Object DetectionCode1
Dynamic Environment Prediction in Urban Scenes using Recurrent Representation LearningCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
An Efficient Convex Hull-based Vehicle Pose Estimation Method for 3D LiDARCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
CAFE-AD: Cross-Scenario Adaptive Feature Enhancement for Trajectory Planning in Autonomous DrivingCode1
Asymmetrical Bi-RNN for pedestrian trajectory encodingCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
EDA: Evolving and Distinct Anchors for Multimodal Motion PredictionCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
MATS: An Interpretable Trajectory Forecasting Representation for Planning and ControlCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
MEBOW: Monocular Estimation of Body Orientation In the WildCode1
Memory-based Semantic Segmentation for Off-road Unstructured Natural EnvironmentsCode1
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
MetaBEV: Solving Sensor Failures for BEV Detection and Map SegmentationCode1
Accurate Automatic 3D Annotation of Traffic Lights and Signs for Autonomous DrivingCode1
MGNet: Monocular Geometric Scene Understanding for Autonomous DrivingCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
MiPa: Mixed Patch Infrared-Visible Modality Agnostic Object DetectionCode1
Mirror Complementary Transformer Network for RGB-thermal Salient Object DetectionCode1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
Causal Imitative Model for Autonomous DrivingCode1
Driving Style Alignment for LLM-powered Driver AgentCode1
Model-based Exploration of the Frontier of Behaviours for Deep Learning System TestingCode1
Model-based Constrained Reinforcement Learning using Generalized Control Barrier FunctionCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
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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