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 43714380 of 6092 papers

TitleStatusHype
Lidar Range Image Compression with Deep Delta Encoding0
Explanation-Aware Experience Replay in Rule-Dense EnvironmentsCode0
A Step Towards Efficient Evaluation of Complex Perception Tasks in Simulation0
Up-to-Down Network: Fusing Multi-Scale Context for 3D Semantic Scene Completion0
Graph-Based Spatial-Temporal Convolutional Network for Vehicle Trajectory Prediction in Autonomous Driving0
Prioritized Experience-based Reinforcement Learning with Human Guidance for Autonomous DrivingCode1
Learning Interpretable BEV Based VIO without Deep Neural Networks0
Automatic Map Update Using Dashcam Videos0
Keypoints-Based Deep Feature Fusion for Cooperative Vehicle Detection of Autonomous DrivingCode1
PredictionNet: Real-Time Joint Probabilistic Traffic Prediction for Planning, Control, and Simulation0
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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