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 29712980 of 6092 papers

TitleStatusHype
Cross-Domain Car Detection Model with Integrated Convolutional Block Attention Mechanism0
AEPHORA: AI/ML-Based Energy-Efficient Proactive Handover and Resource Allocation0
Large Language Models for Autonomous Driving (LLM4AD): Concept, Benchmark, Experiments, and Challenges0
Large Language Models for Education: A Survey0
HDMapGen: A Hierarchical Graph Generative Model of High Definition Maps0
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
Large receptive field strategy and important feature extraction strategy in 3D object detection0
Large-scale 3D point cloud representations via graph inception networks with applications to autonomous driving0
HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving0
Cross-Cluster Shifting for Efficient and Effective 3D Object Detection in Autonomous 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