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 43014325 of 6092 papers

TitleStatusHype
Driving in Real Life with Inverse Reinforcement Learning0
Physics and semantic informed multi-sensor calibration via optimization theory and self-supervised learning0
Effects of Augmented-Reality-Based Assisting Interfaces on Drivers' Object-wise Situational Awareness in Highly Autonomous Vehicles0
Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path0
SpikiLi: A Spiking Simulation of LiDAR based Real-time Object Detection for Autonomous Driving0
Estimating counterfactual treatment outcomes over time in complex multiagent scenarios0
RIDDLE: Lidar Data Compression with Range Image Deep Delta Encoding0
StopNet: Scalable Trajectory and Occupancy Prediction for Urban Autonomous Driving0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
A Game-Theoretic Framework for Managing Risk in Multi-Agent Systems0
Time3D: End-to-End Joint Monocular 3D Object Detection and Tracking for Autonomous Driving0
Reinforcement Learning with a TerminatorCode0
Searching for the Essence of Adversarial Perturbations0
Edge YOLO: Real-Time Intelligent Object Detection System Based on Edge-Cloud Cooperation in Autonomous Vehicles0
BadDet: Backdoor Attacks on Object DetectionCode0
Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead0
Risk of Stochastic Systems for Temporal Logic Specifications0
3D-model ShapeNet Core Classification using Meta-Semantic LearningCode0
Fully Convolutional One-Stage 3D Object Detection on LiDAR Range Images0
Semantic Segmentation for Thermal Images: A Comparative Survey0
Structure Aware and Class Balanced 3D Object Detection on nuScenes Dataset0
Collaborative 3D Object Detection for Automatic Vehicle Systems via Learnable Communications0
Learning to Drive Using Sparse Imitation Reinforcement Learning0
Towards Model Generalization for Monocular 3D Object Detection0
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and IdentificationCode0
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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