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 751760 of 6092 papers

TitleStatusHype
Generative Planning with 3D-vision Language Pre-training for End-to-End Autonomous DrivingCode2
BRIGHT-VO: Brightness-Guided Hybrid Transformer for Visual Odometry with Multi-modality Refinement ModuleCode0
Hybrid Action Based Reinforcement Learning for Multi-Objective Compatible Autonomous Driving0
Benchmarking Vision Foundation Models for Input Monitoring in Autonomous Driving0
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition0
GAC-Net_Geometric and attention-based Network for Depth Completion0
LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process ThinkingCode2
Decoding Interpretable Logic Rules from Neural Networks0
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language ModelsCode1
Application of Vision-Language Model to Pedestrians Behavior and Scene Understanding in Autonomous Driving0
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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