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 476500 of 6092 papers

TitleStatusHype
Explainable Object-induced Action Decision for Autonomous VehiclesCode1
FastMap: Fast Queries Initialization Based Vectorized HD Map Reconstruction FrameworkCode1
Fast Neural Scene FlowCode1
Exploring Navigation Maps for Learning-Based Motion PredictionCode1
Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP BenchmarkCode1
FedBN: Federated Learning on Non-IID Features via Local Batch NormalizationCode1
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous DrivingCode1
ANTI-CARLA: An Adversarial Testing Framework for Autonomous Vehicles in CARLACode1
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object DetectionCode1
Fine-Grained Vehicle Perception via 3D Part-Guided Visual Data AugmentationCode1
ES-Net: An Efficient Stereo Matching NetworkCode1
Estimating the Magnitude and Phase of Automotive Radar Signals under Multiple Interference Sources with Fully Convolutional NetworksCode1
Flexible Diffusion Modeling of Long VideosCode1
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
Enhancing System-Level Safety in Mixed-Autonomy Platoon via Safe Reinforcement LearningCode1
Ensemble Quantile Networks: Uncertainty-Aware Reinforcement Learning with Applications in Autonomous DrivingCode1
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event CamerasCode1
Enhancing 6-DoF Object Pose Estimation through Multiple Modality Fusion: A Hybrid CNN Architecture with Cross-Layer and Cross-Modal IntegrationCode1
FOVEA: Foveated Image Magnification for Autonomous NavigationCode1
Frequency-based Matcher for Long-tailed Semantic SegmentationCode1
From Open Vocabulary to Open World: Teaching Vision Language Models to Detect Novel ObjectsCode1
Enhancing Dropout-based Bayesian Neural Networks with Multi-Exit on FPGACode1
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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