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 17411750 of 6092 papers

TitleStatusHype
DriveMoE: Mixture-of-Experts for Vision-Language-Action Model in End-to-End Autonomous Driving0
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs0
Analyzing Accuracy Loss in Randomized Smoothing Defenses0
DSNet for Real-Time Driving Scene Semantic Segmentation0
Analyze Drivers' Intervention Behavior During Autonomous Driving -- A VR-incorporated Approach0
DualAD: Disentangling the Dynamic and Static World for End-to-End Driving0
DriveMind: A Dual-VLM based Reinforcement Learning Framework for Autonomous Driving0
BEV-SAN: Accurate BEV 3D Object Detection via Slice Attention Networks0
AdaOcc: Adaptive-Resolution Occupancy Prediction0
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications0
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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