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 29812990 of 6092 papers

TitleStatusHype
Prompting Multi-Modal Tokens to Enhance End-to-End Autonomous Driving Imitation Learning with LLMs0
Automated Lane Change Behavior Prediction and Environmental Perception Based on SLAM Technology0
HawkDrive: A Transformer-driven Visual Perception System for Autonomous Driving in Night SceneCode0
Co-Occ: Coupling Explicit Feature Fusion with Volume Rendering Regularization for Multi-Modal 3D Semantic Occupancy Prediction0
Scaling Motion Forecasting Models with Ensemble Distillation0
Exploring Probabilistic Models for Semi-supervised Learning0
A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data0
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation0
Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning0
CORP: A Multi-Modal Dataset for Campus-Oriented Roadside Perception Tasks0
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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