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 57765800 of 6092 papers

TitleStatusHype
Dynamic-Weighted Simplex Strategy for Learning Enabled Cyber Physical SystemsCode0
Real-time 3D Traffic Cone Detection for Autonomous DrivingCode0
Confidence Trigger Detection: Accelerating Real-time Tracking-by-detection Systems0
Safe, Efficient, and Comfortable Velocity Control based on Reinforcement Learning for Autonomous DrivingCode0
Deep Active Learning for Efficient Training of a LiDAR 3D Object Detector0
Challenges in Designing Datasets and Validation for Autonomous Driving0
AADS: Augmented Autonomous Driving Simulation using Data-driven Algorithms0
Monocular Outdoor Semantic Mapping with a Multi-task Network0
Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding0
Exploring applications of deep reinforcement learning for real-world autonomous driving systems0
Relative Geometry-Aware Siamese Neural Network for 6DOF Camera Relocalization0
On the Utility of Model Learning in HRI0
Human-Like Autonomous Car-Following Model with Deep Reinforcement Learning0
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic ConditionsCode0
Feature Preserving and Uniformity-controllable Point Cloud Simplification on Graph0
DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems0
Seeing isn't Believing: Practical Adversarial Attack Against Object Detectors0
Multi-Step Prediction of Occupancy Grid Maps with Recurrent Neural Networks0
Generative One-Shot Learning (GOL): A Semi-Parametric Approach to One-Shot Learning in Autonomous Vision0
End to End Video Segmentation for Driving : Lane Detection For Autonomous Car0
An Intelligent Safety System for Human-Centered Semi-Autonomous Vehicles0
From Coarse to Fine: Robust Hierarchical Localization at Large ScaleCode0
ChauffeurNet: Learning to Drive by Imitating the Best and Synthesizing the WorstCode0
Zero-shot Deep Reinforcement Learning Driving Policy Transfer for Autonomous Vehicles based on Robust Control0
DSNet for Real-Time Driving Scene Semantic Segmentation0
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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