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 10111020 of 6092 papers

TitleStatusHype
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models0
Performance Implications of Multi-Chiplet Neural Processing Units on Autonomous Driving Perception0
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation0
Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel MethodCode2
FollowGen: A Scaled Noise Conditional Diffusion Model for Car-Following Trajectory Prediction0
Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse WeatherCode0
Training an Open-Vocabulary Monocular 3D Object Detection Model without 3D Data0
EMD: Explicit Motion Modeling for High-Quality Street Gaussian Splatting0
SplatFlow: Self-Supervised Dynamic Gaussian Splatting in Neural Motion Flow Field for Autonomous Driving0
Neuro-Symbolic Evaluation of Text-to-Video Models using Formal VerificationCode0
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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