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 20312040 of 6092 papers

TitleStatusHype
FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving their Fault Tolerance using Clipped ActivationCode0
Full-Resolution Residual Networks for Semantic Segmentation in Street ScenesCode0
Addressing Out-of-Label Hazard Detection in Dashcam Videos: Insights from the COOOL ChallengeCode0
CoMamba: Real-time Cooperative Perception Unlocked with State Space ModelsCode0
Collision Avoidance Metric for 3D Camera EvaluationCode0
From perception to control: an autonomous driving system for a formula student driverless carCode0
Hierarchical Potential-based Reward Shaping from Task SpecificationsCode0
Artificial Dummies for Urban Dataset AugmentationCode0
Explaining How a Deep Neural Network Trained with End-to-End Learning Steers a CarCode0
From Coarse to Fine: Robust Hierarchical Localization at Large ScaleCode0
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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