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 311320 of 6092 papers

TitleStatusHype
ROI-Guided Point Cloud Geometry Compression Towards Human and Machine Vision0
Lightweight Road Environment Segmentation using Vector Quantization0
LMPOcc: 3D Semantic Occupancy Prediction Utilizing Long-Term Memory Prior from Historical Traversals0
LangCoop: Collaborative Driving with LanguageCode2
Towards a Multi-Agent Vision-Language System for Zero-Shot Novel Hazardous Object Detection for Autonomous Driving SafetyCode0
Two Tasks, One Goal: Uniting Motion and Planning for Excellent End To End Autonomous Driving Performance0
Collaborative Perception Datasets for Autonomous Driving: A ReviewCode1
Self-Supervised Pre-training with Combined Datasets for 3D Perception in Autonomous Driving0
Explainable Scene Understanding with Qualitative Representations and Graph Neural Networks0
UncAD: Towards Safe End-to-end Autonomous Driving via Online Map UncertaintyCode1
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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