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 13761400 of 6092 papers

TitleStatusHype
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous DrivingCode1
Driving Style Alignment for LLM-powered Driver AgentCode1
Dream to Drive with Predictive Individual World ModelCode1
DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For DrivingCode1
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual LocalizationCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving AgentsCode1
Chirp Delay-Doppler Domain Modulation: A New Paradigm of Integrated Sensing and Communication for Autonomous VehiclesCode1
Det6D: A Ground-Aware Full-Pose 3D Object Detector for Improving Terrain RobustnessCode1
Domain Adaptation Through Task DistillationCode1
Domain Adaptive Object Detection for Autonomous Driving under Foggy WeatherCode1
Domain Adaptation In Reinforcement Learning Via Latent Unified State RepresentationCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
Domain Adaptation on Point Clouds via Geometry-Aware ImplicitsCode1
Domain generalization of 3D semantic segmentation in autonomous drivingCode1
DriveCamSim: Generalizable Camera Simulation via Explicit Camera Modeling for Autonomous DrivingCode1
Does Thermal data make the detection systems more reliable?Code1
Aquatic Navigation: A Challenging Benchmark for Deep Reinforcement LearningCode1
Characterizing Driving Styles with Deep LearningCode1
One Million Scenes for Autonomous Driving: ONCE DatasetCode1
One-Versus-Others Attention: Scalable Multimodal Integration for Biomedical DataCode1
Online Adaptation for Implicit Object Tracking and Shape Reconstruction in the WildCode1
Online Domain Adaptation for Occupancy MappingCode1
DOLPHINS: Dataset for Collaborative Perception enabled Harmonious and Interconnected Self-drivingCode1
Distribution-Aware Continual Test-Time Adaptation for Semantic SegmentationCode1
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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