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 45714580 of 6092 papers

TitleStatusHype
SaDe: Learning Models that Provably Satisfy Domain Constraints0
Pattern-Aware Data Augmentation for LiDAR 3D Object Detection0
Large-Scale Video Analytics through Object-Level Consolidation0
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain ConcatenationCode0
Anomaly-Aware Semantic Segmentation by Leveraging Synthetic-Unknown Data0
Towards Autonomous Driving of Personal Mobility with Small and Noisy Dataset using Tsallis-statistics-based Behavioral Cloning0
Medial Spectral Coordinates for 3D Shape Analysis0
MegLoc: A Robust and Accurate Visual Localization Pipeline0
Uncertainty Aware Proposal Segmentation for Unknown Object Detection0
Consensus Synergizes with Memory: A Simple Approach for Anomaly Segmentation in Urban Scenes0
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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