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 35713580 of 6092 papers

TitleStatusHype
Motion Inspired Unsupervised Perception and Prediction in Autonomous Driving0
Instance Segmentation with Cross-Modal Consistency0
Model-Based Imitation Learning for Urban DrivingCode2
An Efficient FPGA Accelerator for Point Cloud0
SWFormer: Sparse Window Transformer for 3D Object Detection in Point Clouds0
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
Exploring Contextual Representation and Multi-Modality for End-to-End Autonomous Driving0
X-Align: Cross-Modal Cross-View Alignment for Bird's-Eye-View Segmentation0
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains0
Dimensionality of datasets in object detection networksCode0
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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