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 411420 of 6092 papers

TitleStatusHype
Exploring the Causality of End-to-End Autonomous DrivingCode2
FB-OCC: 3D Occupancy Prediction based on Forward-Backward View TransformationCode2
FocalFormer3D: Focusing on Hard Instance for 3D Object DetectionCode2
Doe-1: Closed-Loop Autonomous Driving with Large World ModelCode2
4D Contrastive Superflows are Dense 3D Representation LearnersCode2
Drive Like a Human: Rethinking Autonomous Driving with Large Language ModelsCode2
GaussianWorld: Gaussian World Model for Streaming 3D Occupancy PredictionCode2
Stag-1: Towards Realistic 4D Driving Simulation with Video Generation ModelCode2
HENet: Hybrid Encoding for End-to-end Multi-task 3D Perception from Multi-view CamerasCode2
LightEMMA: Lightweight End-to-End Multimodal Model for Autonomous DrivingCode2
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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