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 51015150 of 6092 papers

TitleStatusHype
Bias in AI-systems: A multi-step approach0
Recurrent Neural Networks for video object detection0
Multiple Trajectory Prediction with Deep Temporal and Spatial Convolutional Neural Networks0
Learning Personalized Discretionary Lane-Change Initiation for Fully Autonomous Driving Based on Reinforcement Learning0
Multimodal End-to-End Learning for Autonomous Steering in Adverse Road and Weather Conditions0
Semantic video segmentation for autonomous driving0
Medical Deep Learning -- A systematic Meta-Review0
Stereo Frustums: A Siamese Pipeline for 3D Object Detection0
Affordance as general value function: A computational model0
Behavioral decision-making for urban autonomous driving in the presence of pedestrians using Deep Recurrent Q-Network0
PSF-LO: Parameterized Semantic Features Based Lidar Odometry0
Robustness May Be at Odds with Fairness: An Empirical Study on Class-wise Accuracy0
R-TOD: Real-Time Object Detector with Minimized End-to-End Delay for Autonomous DrivingCode0
A Software Architecture for Autonomous Vehicles: Team LRM-B Entry in the First CARLA Autonomous Driving Challenge0
PRANK: motion Prediction based on RANKing0
Deep Surrogate Q-Learning for Autonomous Driving0
Geometry-based Occlusion-Aware Unsupervised Stereo Matching for Autonomous Driving0
Safety Verification of Model Based Reinforcement Learning Controllers0
Continual Unsupervised Domain Adaptation for Semantic SegmentationCode0
Vehicular Visible Light Positioning for Collision Avoidance and Platooning: A SurveyCode0
Tracklets Predicting Based Adaptive Graph Tracking0
Multiple Future Prediction Leveraging Synthetic Trajectories0
Finding Physical Adversarial Examples for Autonomous Driving with Fast and Differentiable Image CompositingCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
Value Alignment Verification0
A Closed-Loop System for Improving Annotation Quality and Efficiency0
DynaSLAM II: Tightly-Coupled Multi-Object Tracking and SLAM0
Automotive Radar Interference Mitigation with Unfolded Robust PCA based on Residual Overcomplete Auto-Encoder Blocks0
Development of Open Informal Dataset Affecting Autonomous Driving0
Auto-calibration Method Using Stop Signs for Urban Autonomous Driving Applications0
Resource Allocation Complexity Analysis for Relay-based Multihop V2V Communication0
Hierarchical Attention Learning of Scene Flow in 3D Point Clouds0
Continuous Safety Verification of Neural Networks0
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers0
Pedestrian Trajectory Prediction with Convolutional Neural Networks0
Investigating the Robustness of Artificial Intelligent Algorithms with Mixture Experiments0
Understanding Local Robustness of Deep Neural Networks under Natural VariationsCode0
CurbScan: Curb Detection and Tracking Using Multi-Sensor Fusion0
Double Targeted Universal Adversarial PerturbationsCode0
Ford Highway Driving RTK Dataset: 30,000 km of North American Highways0
Multi-Loss Sub-Ensembles for Accurate Classification with Uncertainty Estimation0
Automotive Radar Data Acquisition using Object DetectionCode0
PrognoseNet: A Generative Probabilistic Framework for Multimodal Position Prediction given Context Information0
MADRaS : Multi Agent Driving Simulator0
Lane Change For System-Driven Vehicles Using Dynamic Information0
Perceptual Modelling of Unconstrained Road Traffic Scenarios with Deep Learning0
Perceptual Modelling of Unconstrained Road Traffic Scenarios with Deep Learning0
Bridging the gap between Markowitz planning and deep reinforcement learning0
Perceptual Modelling of Unconstrained Road Traffic Scenarios with Deep Learning0
On The Adversarial Robustness of 3D Point Cloud Classification0
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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