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 27812790 of 6092 papers

TitleStatusHype
InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level Perception0
Instance-Level Segmentation for Autonomous Driving with Deep Densely Connected MRFs0
High-Resolution Synthetic RGB-D Datasets for Monocular Depth Estimation0
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review0
CSCNet: Contextual Semantic Consistency Network for Trajectory Prediction in Crowded Spaces0
Instance Segmentation with Cross-Modal Consistency0
High precision indoor positioning by means of LiDAR0
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning0
High Precision Indoor Navigation for Autonomous Vehicles0
csBoundary: City-scale Road-boundary Detection in Aerial Images for High-definition Maps0
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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