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 12111220 of 6092 papers

TitleStatusHype
HE-Drive: Human-Like End-to-End Driving with Vision Language Models0
WTCL-Dehaze: Rethinking Real-world Image Dehazing via Wavelet Transform and Contrastive Learning0
Diffusion Models in 3D Vision: A Survey0
PRFusion: Toward Effective and Robust Multi-Modal Place Recognition with Image and Point Cloud FusionCode1
In-Place Panoptic Radiance Field Segmentation with Perceptual Prior for 3D Scene Understanding0
StreetSurfGS: Scalable Urban Street Surface Reconstruction with Planar-based Gaussian Splatting0
STONE: A Submodular Optimization Framework for Active 3D Object DetectionCode0
A Retention-Centric Framework for Continual Learning with Guaranteed Model Developmental SafetyCode0
MetaOOD: Automatic Selection of OOD Detection Models0
A Multi-model Approach for Video Data Retrieval in Autonomous Vehicle Development0
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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