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 51015125 of 6092 papers

TitleStatusHype
Distance-Normalized Unified Representation for Monocular 3D Object Detection0
Modeling the Effects of Windshield Refraction for Camera Calibration0
Polynomial Regression Network for Variable-Number Lane Detection0
Diverse and Admissible Trajectory Prediction through Multimodal Context UnderstandingCode1
PanoNet: Real-time Panoptic Segmentation through Position-Sensitive Feature Embedding0
Learning to Rank for Active Learning: A Listwise Approach0
Traffic Control Gesture Recognition for Autonomous VehiclesCode1
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation0
Heatmap-based Vanishing Point boosts Lane Detection0
Speed-up Heuristic for an On-Demand Ride-Pooling Algorithm0
Online Visual Place Recognition via Saliency Re-identificationCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
Simultaneously Learning Corrections and Error Models for Geometry-based Visual Odometry Methods0
A Deep Learning Framework for Generation and Analysis of Driving Scenario Trajectories0
S^3Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data0
Robust Ego and Object 6-DoF Motion Estimation and TrackingCode1
YOLOpeds: Efficient Real-Time Single-Shot Pedestrian Detection for Smart Camera Applications0
GSNet: Joint Vehicle Pose and Shape Reconstruction with Geometrical and Scene-aware SupervisionCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
Applying Semantic Segmentation to Autonomous Cars in the Snowy Environment0
Grid-Based Stochastic Model Predictive Control for Trajectory Planning in Uncertain Environments0
An LSTM Approach to Temporal 3D Object Detection in LiDAR Point Clouds0
Enhanced Transfer Learning for Autonomous Driving with Systematic Accident Simulation0
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point BlendingCode1
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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