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 901950 of 6092 papers

TitleStatusHype
Accurate Automatic 3D Annotation of Traffic Lights and Signs for Autonomous DrivingCode1
MSeg3D: Multi-modal 3D Semantic Segmentation for Autonomous DrivingCode1
Dynamic Conditional Imitation Learning for Autonomous DrivingCode1
MULLS: Versatile LiDAR SLAM via Multi-metric Linear Least SquareCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
Multi-Modal 3D Object Detection by Box MatchingCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
Exploring Data Augmentation for Multi-Modality 3D Object DetectionCode1
Multimodal Motion Prediction with Stacked TransformersCode1
Multimodal Virtual Point 3D DetectionCode1
EDA: Evolving and Distinct Anchors for Multimodal Motion PredictionCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
Multiscale Domain Adaptive YOLO for Cross-Domain Object DetectionCode1
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
Multi-task Learning for Camera CalibrationCode1
Multi-View Adaptive Fusion Network for 3D Object DetectionCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
MUVO: A Multimodal World Model with Spatial Representations for Autonomous DrivingCode1
CLFT: Camera-LiDAR Fusion Transformer for Semantic Segmentation in Autonomous DrivingCode1
N-Agent Ad Hoc TeamworkCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
CAE-LO: LiDAR Odometry Leveraging Fully Unsupervised Convolutional Auto-Encoder for Interest Point Detection and Feature DescriptionCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
CaFNet: A Confidence-Driven Framework for Radar Camera Depth EstimationCode1
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
A Survey on Deep Learning Technique for Video SegmentationCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
Normalizing Flow based Feature Synthesis for Outlier-Aware Object DetectionCode1
Edge Federated Learning Via Unit-Modulus Over-The-Air ComputationCode1
An LSTM-Based Autonomous Driving Model Using Waymo Open DatasetCode1
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera SensorsCode1
End-to-End Urban Driving by Imitating a Reinforcement Learning CoachCode1
DriveTester: A Unified Platform for Simulation-Based Autonomous Driving TestingCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous DrivingCode1
Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World AttacksCode1
A Survey of World Models for Autonomous DrivingCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
Driver Dojo: A Benchmark for Generalizable Reinforcement Learning for Autonomous DrivingCode1
DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion GenerationCode1
OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy PredictionCode1
DriveEditor: A Unified 3D Information-Guided Framework for Controllable Object Editing in Driving ScenesCode1
Can Deep Learning be Applied to Model-Based Multi-Object Tracking?Code1
DriveDiTFit: Fine-tuning Diffusion Transformers 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