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 21912200 of 6092 papers

TitleStatusHype
All-photon Polarimetric Time-of-Flight Imaging0
Backdooring Outlier Detection Methods: A Novel Attack Approach0
Action and Trajectory Planning for Urban Autonomous Driving with Hierarchical Reinforcement Learning0
Generalized Object Detection on Fisheye Cameras for Autonomous Driving: Dataset, Representations and Baseline0
Development and testing of an image transformer for explainable autonomous driving systems0
Developing a Purely Visual Based Obstacle Detection using Inverse Perspective Mapping0
Backdoor Defense via Test-Time Detecting and Repairing0
DeTra: A Unified Model for Object Detection and Trajectory Forecasting0
All-optical image classification through unknown random diffusers using a single-pixel diffractive network0
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track0
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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