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 16411650 of 6092 papers

TitleStatusHype
Boosting Offline Reinforcement Learning with Action Preference Query0
An Efficient Transformer for Simultaneous Learning of BEV and Lane Representations in 3D Lane Detection0
Boosting Offline Reinforcement Learning for Autonomous Driving with Hierarchical Latent Skills0
Adaptive Communications in Collaborative Perception with Domain Alignment for Autonomous Driving0
4Seasons: A Cross-Season Dataset for Multi-Weather SLAM in Autonomous Driving0
Efficient Mixture-of-Expert for Video-based Driver State and Physiological Multi-task Estimation in Conditional Autonomous Driving0
Boosting Deep Neural Networks with Geometrical Prior Knowledge: A Survey0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation0
An Efficient Semi-Automated Scheme for Infrastructure LiDAR Annotation0
Boosting 3D Object Detection with Semantic-Aware Multi-Branch Framework0
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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