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 39513960 of 6092 papers

TitleStatusHype
Efficient Policy Adaptation with Contrastive Prompt Ensemble for Embodied Agents0
Efficient Sampling-Based Maximum Entropy Inverse Reinforcement Learning with Application to Autonomous Driving0
Efficient Synthesis of Compact Deep Neural Networks0
Efficient Video Understanding via Layered Multi Frame-Rate Analysis0
Efficient Vision Transformer for Accurate Traffic Sign Detection0
EfficientViT: Lightweight Multi-Scale Attention for High-Resolution Dense Prediction0
EffLoc: Lightweight Vision Transformer for Efficient 6-DOF Camera Relocalization0
EGA-Depth: Efficient Guided Attention for Self-Supervised Multi-Camera Depth Estimation0
Ego-Vehicle Action Recognition based on Semi-Supervised Contrastive Learning0
Ego Vehicle Speed Estimation using 3D Convolution with Masked Attention0
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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