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 30413050 of 6092 papers

TitleStatusHype
Analyzing the Variety Loss in the Context of Probabilistic Trajectory Prediction0
Anchor-Based Spatio-Temporal Attention 3D Convolutional Networks for Dynamic 3D Point Cloud Sequences0
Anchor Distance for 3D Multi-Object Distance Estimation from 2D Single Shot0
A Near Sensor Edge Computing System for Point Cloud Semantic Segmentation0
An Effective Two-Branch Model-Based Deep Network for Single Image Deraining0
A Cooperative Perception System Robust to Localization Errors0
An Efficient Deep Learning Approach Using Improved Generative Adversarial Networks for Incomplete Information Completion of Self-driving0
An Efficient FPGA Accelerator for Point Cloud0
An Efficient Generation Method based on Dynamic Curvature of the Reference Curve for Robust Trajectory Planning0
An Efficient Occupancy World Model via Decoupled Dynamic Flow and Image-assisted Training0
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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