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 561570 of 6092 papers

TitleStatusHype
DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction0
Evidential Uncertainty Estimation for Multi-Modal Trajectory Prediction0
Discrete Contrastive Learning for Diffusion Policies in Autonomous Driving0
A Comprehensive LLM-powered Framework for Driving Intelligence EvaluationCode0
Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes0
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering0
Enhancing Autonomous Driving Safety with Collision Scenario Integration0
RGB-Thermal Infrared Fusion for Robust Depth Estimation in Complex Environments0
L2RDaS: Synthesizing 4D Radar Tensors for Model Generalization via Dataset Expansion0
CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late HybridizationCode1
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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