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 781790 of 6092 papers

TitleStatusHype
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
Always Clear Depth: Robust Monocular Depth Estimation under Adverse WeatherCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask LearningCode1
Human-Centric Autonomous Systems With LLMs for User Command ReasoningCode1
Human-compatible driving partners through data-regularized self-play reinforcement learningCode1
BEVDiffLoc: End-to-End LiDAR Global Localization in BEV View based on Diffusion ModelCode1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
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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