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 29212930 of 6092 papers

TitleStatusHype
Autonomous Driving using Safe Reinforcement Learning by Incorporating a Regret-based Human Lane-Changing Decision Model0
L2PF -- Learning to Prune Faster0
L3C-Stereo: Lossless Compression for Stereo Images0
L3-Net: Towards Learning Based LiDAR Localization for Autonomous Driving0
Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator0
AI Recommendation Systems for Lane-Changing Using Adherence-Aware Reinforcement Learning0
Joint Source-Channel Coding: Fundamentals and Recent Progress in Practical Designs0
Joint SFM and Detection Cues for Monocular 3D Localization in Road Scenes0
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation0
Joint Self-Supervised Learning for Vision-based Reinforcement Learning0
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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