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 38713880 of 6092 papers

TitleStatusHype
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
MotionCNN: A Strong Baseline for Motion Prediction in Autonomous DrivingCode1
Estimating counterfactual treatment outcomes over time in complex multiagent scenarios0
GIN: Graph-based Interaction-aware Constraint Policy Optimization for Autonomous DrivingCode1
RIDDLE: Lidar Data Compression with Range Image Deep Delta Encoding0
StopNet: Scalable Trajectory and Occupancy Prediction for Urban Autonomous Driving0
Human-AI Shared Control via Policy DissectionCode2
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
Investigating the Role of Image Retrieval for Visual Localization -- An exhaustive benchmarkCode2
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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