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 46764700 of 6092 papers

TitleStatusHype
Graph-Based Spatial-Temporal Convolutional Network for Vehicle Trajectory Prediction in Autonomous Driving0
Up-to-Down Network: Fusing Multi-Scale Context for 3D Semantic Scene Completion0
Learning Interpretable BEV Based VIO without Deep Neural Networks0
Automatic Map Update Using Dashcam Videos0
PredictionNet: Real-Time Joint Probabilistic Traffic Prediction for Planning, Control, and Simulation0
Towards Generalized and Incremental Few-Shot Object Detection0
Benchmarking Lane-changing Decision-making for Deep Reinforcement Learning0
Survey on Semantic Stereo Matching / Semantic Depth Estimation0
A Distance-based Anomaly Detection Framework for Deep Reinforcement Learning0
Anomaly Detection in Radar Data Using PointNets0
Stochastic MPC with Multi-modal Predictions for Traffic Intersections0
ACReL: Adversarial Conditional value-at-risk Reinforcement Learning0
Generalized dynamic cognitive hierarchy models for strategic driving behavior0
Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning0
METEOR:A Dense, Heterogeneous, and Unstructured Traffic Dataset With Rare Behaviors0
Targeted Attack on Deep RL-based Autonomous Driving with Learned Visual PatternsCode0
Real Time Monocular Vehicle Velocity Estimation using Synthetic Data0
Risk Measurement, Risk Entropy, and Autonomous Driving Risk Modeling0
Neural Architecture Search in operational context: a remote sensing case-study0
Federated Ensemble Model-based Reinforcement Learning in Edge Computing0
Residual 3D Scene Flow Learning with Context-Aware Feature Extraction0
Smart Automotive Technology Adherence to the Law: (De)Constructing Road Rules for Autonomous System Development, Verification and Safety0
Spectrum Learning-Aided Reconfigurable Intelligent Surfaces for 'Green' 6G Networks0
Semantic Segmentation on VSPW Dataset through Aggregation of Transformer Models0
An Efficient Deep Learning Approach Using Improved Generative Adversarial Networks for Incomplete Information Completion of Self-driving0
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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