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 43314340 of 6092 papers

TitleStatusHype
CARNet: A Dynamic Autoencoder for Learning Latent Dynamics in Autonomous Driving Tasks0
UnPWC-SVDLO: Multi-SVD on PointPWC for Unsupervised Lidar Odometry0
Exploring Diversity-based Active Learning for 3D Object Detection in Autonomous DrivingCode0
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml0
Robust Deep Neural Object Detection and Segmentation for Automotive Driving Scenario with Compressed Image Data0
EyeDAS: Securing Perception of Autonomous Cars Against the Stereoblindness Syndrome0
MPPNet: Multi-Frame Feature Intertwining with Proxy Points for 3D Temporal Object Detection0
NMR: Neural Manifold Representation for Autonomous Driving0
Deep Depth Completion from Extremely Sparse Data: A Survey0
Review on Panoramic Imaging and Its Applications in Scene Understanding0
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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