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 15411550 of 6092 papers

TitleStatusHype
A 2.5D Vehicle Odometry Estimation for Vision Applications0
CAML: Collaborative Auxiliary Modality Learning for Multi-Agent Systems0
Anomaly Detection in Radar Data Using PointNets0
3D-FCT: Simultaneous 3D Object Detection and Tracking Using Feature Correlation0
Camera Calibration with Pose Guidance0
Adaptive Stress Testing: Finding Likely Failure Events with Reinforcement Learning0
Sequential image processing methods for improving semantic video segmentation algorithms0
Camera-based vehicle velocity estimation from monocular video0
Camera-Based Localization and Enhanced Normalized Mutual Information0
Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation0
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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