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 12511275 of 6092 papers

TitleStatusHype
One Million Scenes for Autonomous Driving: ONCE DatasetCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous DrivingCode1
PVT-SSD: Single-Stage 3D Object Detector with Point-Voxel TransformerCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
FENet: Focusing Enhanced Network for Lane DetectionCode1
Fine-Grained Evaluation of Large Vision-Language Models in Autonomous DrivingCode1
FGFusion: Fine-Grained Lidar-Camera Fusion for 3D Object DetectionCode1
OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy PredictionCode1
FIERY: Future Instance Prediction in Bird's-Eye View from Surround Monocular CamerasCode1
OCTET: Object-aware Counterfactual ExplanationsCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
FipTR: A Simple yet Effective Transformer Framework for Future Instance Prediction in Autonomous DrivingCode1
FinnWoodlands DatasetCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
AFDet: Anchor Free One Stage 3D Object DetectionCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
Flexible Diffusion Modeling of Long VideosCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
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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