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 691700 of 6092 papers

TitleStatusHype
Event-aided Semantic Scene CompletionCode1
Reliability-Driven LiDAR-Camera Fusion for Robust 3D Object Detection0
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning0
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving0
Safety at Scale: A Comprehensive Survey of Large Model SafetyCode3
SAM-guided Pseudo Label Enhancement for Multi-modal 3D Semantic Segmentation0
INSIGHT: Enhancing Autonomous Driving Safety through Vision-Language Models on Context-Aware Hazard Detection and Edge Case Evaluation0
Leveraging Stable Diffusion for Monocular Depth Estimation via Image Semantic Encoding0
FlexCloud: Direct, Modular Georeferencing and Drift-Correction of Point Cloud MapsCode2
SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection0
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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