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 11511160 of 6092 papers

TitleStatusHype
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
MULLS: Versatile LiDAR SLAM via Multi-metric Linear Least SquareCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
Driving Style Alignment for LLM-powered Driver AgentCode1
Adversarial Driving: Attacking End-to-End Autonomous DrivingCode1
DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For DrivingCode1
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation ModelsCode1
CO^3: Cooperative Unsupervised 3D Representation Learning for Autonomous DrivingCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
Multi-Agent Car Parking using Reinforcement LearningCode1
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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