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 31713180 of 6092 papers

TitleStatusHype
Large receptive field strategy and important feature extraction strategy in 3D object detection0
Efficient and Generalized end-to-end Autonomous Driving System with Latent Deep Reinforcement Learning and Demonstrations0
Self-Supervised Bird's Eye View Motion Prediction with Cross-Modality SignalsCode0
S^3M-Net: Joint Learning of Semantic Segmentation and Stereo Matching for Autonomous Driving0
Deep Learning-based Embedded Intrusion Detection System for Automotive CAN0
Exploring Highly Quantised Neural Networks for Intrusion Detection in Automotive CAN0
BadODD: Bangladeshi Autonomous Driving Object Detection Dataset0
A Lightweight Multi-Attack CAN Intrusion Detection System on Hybrid FPGAs0
Episodic Reinforcement Learning with Expanded State-reward Space0
Reconstructing the Invisible: Video Frame Restoration through Siamese Masked Conditional Variational Autoencoder0
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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