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 32513260 of 6092 papers

TitleStatusHype
Semantic Communication for Cooperative Perception using HARQ0
Semantic Communication for Edge Intelligence Enabled Autonomous Driving System0
SemanticFlow: A Self-Supervised Framework for Joint Scene Flow Prediction and Instance Segmentation in Dynamic Environments0
Semantic Label Reduction Techniques for Autonomous Driving0
SemanticPOSS: A Point Cloud Dataset with Large Quantity of Dynamic Instances0
Semantic Road Layout Understanding by Generative Adversarial Inpainting0
Semantic Segmentation by Semantic Proportions0
Semantic Segmentation for Thermal Images: A Comparative Survey0
Semantic Segmentation of Radar Detections using Convolutions on Point Clouds0
Semantic Segmentation on VSPW Dataset through Aggregation of Transformer Models0
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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