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 111120 of 6092 papers

TitleStatusHype
STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous DrivingCode1
Trajectory Entropy: Modeling Game State Stability from Multimodality Trajectory Prediction0
Edge-Enabled Collaborative Object Detection for Real-Time Multi-Vehicle PerceptionCode0
Structured Labeling Enables Faster Vision-Language Models for End-to-End Autonomous Driving0
Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline0
VideoMolmo: Spatio-Temporal Grounding Meets PointingCode2
Perfecting Depth: Uncertainty-Aware Enhancement of Metric Depth0
Unifying Appearance Codes and Bilateral Grids for Driving Scene Gaussian SplattingCode2
AD-EE: Early Exiting for Fast and Reliable Vision-Language Models in Autonomous Driving0
Autonomous Vehicle Lateral Control Using Deep Reinforcement Learning with MPC-PID Demonstration0
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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