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
DrivingGaussian: Composite Gaussian Splatting for Surrounding Dynamic Autonomous Driving ScenesCode2
Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane PriorsCode2
DrivingRecon: Large 4D Gaussian Reconstruction Model For Autonomous DrivingCode2
Cityscapes 3D: Dataset and Benchmark for 9 DoF Vehicle DetectionCode2
DrivingSphere: Building a High-fidelity 4D World for Closed-loop SimulationCode2
RenderOcc: Vision-Centric 3D Occupancy Prediction with 2D Rendering SupervisionCode2
Drone-assisted Road Gaussian Splatting with Cross-view UncertaintyCode2
FB-OCC: 3D Occupancy Prediction based on Forward-Backward View TransformationCode2
DriVLMe: Enhancing LLM-based Autonomous Driving Agents with Embodied and Social ExperiencesCode2
GAIA-1: A Generative World 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