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 28012810 of 6092 papers

TitleStatusHype
Backdooring Outlier Detection Methods: A Novel Attack Approach0
All-photon Polarimetric Time-of-Flight Imaging0
Action and Trajectory Planning for Urban Autonomous Driving with Hierarchical Reinforcement Learning0
Development and testing of an image transformer for explainable autonomous driving systems0
Developing a Purely Visual Based Obstacle Detection using Inverse Perspective Mapping0
DeTra: A Unified Model for Object Detection and Trajectory Forecasting0
Backdoor Defense via Test-Time Detecting and Repairing0
All-optical image classification through unknown random diffusers using a single-pixel diffractive network0
DETR4D: Direct Multi-View 3D Object Detection with Sparse Attention0
Detector Collapse: Physical-World Backdooring Object Detection to Catastrophic Overload or Blindness in Autonomous Driving0
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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