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 47614770 of 6092 papers

TitleStatusHype
Metasurface-Enabled On-Chip Multiplexed Diffractive Neural Networks in the Visible0
Explainable AI: current status and future directions0
Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous DrivingCode0
BEV-MODNet: Monocular Camera based Bird's Eye View Moving Object Detection for Autonomous Driving0
CFTrack: Center-based Radar and Camera Fusion for 3D Multi-Object Tracking0
Resilience of Autonomous Vehicle Object Category Detection to Universal Adversarial PerturbationsCode0
Adversarial Mixture Density Networks: Learning to Drive Safely from Collision DataCode0
Learning Cascaded Detection Tasks with Weakly-Supervised Domain Adaptation0
NccFlow: Unsupervised Learning of Optical Flow With Non-occlusion from Geometry0
Deep Learning for Embodied Vision Navigation: A Survey0
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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