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 451475 of 6092 papers

TitleStatusHype
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
FedBEVT: Federated Learning Bird's Eye View Perception Transformer in Road Traffic SystemsCode1
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object DetectionCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
FDCT: Fast Depth Completion for Transparent ObjectsCode1
FedBN: Federated Learning on Non-IID Features via Local Batch NormalizationCode1
DeepIPC: Deeply Integrated Perception and Control for an Autonomous Vehicle in Real EnvironmentsCode1
An LSTM-Based Autonomous Driving Model Using Waymo Open DatasetCode1
PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous DrivingCode1
FastMap: Fast Queries Initialization Based Vectorized HD Map Reconstruction FrameworkCode1
Fast Kernel Scene FlowCode1
Fast Neural Scene FlowCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
Annealed Winner-Takes-All for Motion ForecastingCode1
Deep Federated Learning for Autonomous DrivingCode1
FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic SegmentationCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
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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