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 26612670 of 6092 papers

TitleStatusHype
BEV-TSR: Text-Scene Retrieval in BEV Space for Autonomous Driving0
A Multi-model Approach for Video Data Retrieval in Autonomous Vehicle Development0
Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving Conditions0
BEVCALIB: LiDAR-Camera Calibration via Geometry-Guided Bird's-Eye View Representations0
Domain Generalization in Autonomous Driving: Evaluating YOLOv8s, RT-DETR, and YOLO-NAS with the ROAD-Almaty Dataset0
Domain Generalisation for Object Detection under Covariate and Concept Shift0
A Multimodal Vision Sensor for Autonomous Driving0
Domain Adaptive Semantic Segmentation by Optimal Transport0
Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples0
A Multimodal, Full-Surround Vehicular Testbed for Naturalistic Studies and Benchmarking: Design, Calibration and Deployment0
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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