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 12611270 of 6092 papers

TitleStatusHype
Meta Adversarial Training against Universal PatchesCode1
Cross-modal Learning for Domain Adaptation in 3D Semantic SegmentationCode1
Heatmap-based Object Detection and Tracking with a Fully Convolutional Neural NetworkCode1
Road Anomaly Detection by Partial Image Reconstruction With Segmentation CouplingCode1
RTS3D: Real-time Stereo 3D Detection from 4D Feature-Consistency Embedding Space for Autonomous DrivingCode1
Improving the Generalization of End-to-End Driving through Procedural GenerationCode1
Probabilistic 3D Multi-Modal, Multi-Object Tracking for Autonomous DrivingCode1
Semantic Segmentation on Swiss3DCities: A Benchmark Study on Aerial Photogrammetric 3D Pointcloud DatasetCode1
Exploring Data Augmentation for Multi-Modality 3D Object DetectionCode1
Social NCE: Contrastive Learning of Socially-aware Motion RepresentationsCode1
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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