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 401410 of 6092 papers

TitleStatusHype
RoGs: Large Scale Road Surface Reconstruction with Meshgrid GaussianCode2
RoMe: Towards Large Scale Road Surface Reconstruction via Mesh RepresentationCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
DiffBEV: Conditional Diffusion Model for Bird's Eye View PerceptionCode2
Enhancing Vectorized Map Perception with Historical Rasterized MapsCode2
Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane PriorsCode2
FB-OCC: 3D Occupancy Prediction based on Forward-Backward View TransformationCode2
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-ResolutionCode2
DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language ModelsCode2
Fully Sparse 3D Object DetectionCode2
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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