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 13711380 of 6092 papers

TitleStatusHype
Study of Dropout in PointPillars with 3D Object Detection0
Enhancing Vectorized Map Perception with Historical Rasterized MapsCode2
Image-to-Lidar Relational Distillation for Autonomous Driving Data0
Make Your ViT-based Multi-view 3D Detectors Faster via Token CompressionCode2
Trustworthy Human-AI Collaboration: Reinforcement Learning with Human Feedback and Physics Knowledge for Safe Autonomous DrivingCode1
ContextVLM: Zero-Shot and Few-Shot Context Understanding for Autonomous Driving using Vision Language Models0
RING#: PR-by-PE Global Localization with Roto-translation Equivariant Gram Learning0
Transient Fault Tolerant Semantic Segmentation for Autonomous DrivingCode0
Structuring a Training Strategy to Robustify Perception Models with Realistic Image Augmentations0
How Could Generative AI Support Compliance with the EU AI Act? A Review for Safe Automated Driving Perception0
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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