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 41314140 of 6092 papers

TitleStatusHype
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline0
An Active Learning Reliability Method for Systems with Partially Defined Performance FunctionsCode0
MOTSLAM: MOT-assisted monocular dynamic SLAM using single-view depth estimation0
Domain Adaptation for Unknown Image Distortions in Instance Segmentation0
ASAP: Accurate semantic segmentation for real time performance0
Efficient Bayes Inference in Neural Networks through Adaptive Importance SamplingCode0
Learning-Based Adaptive Optimal Control of Linear Time-Delay Systems: A Policy Iteration Approach0
Transformers for Object Detection in Large Point Clouds0
Self-Configurable Stabilized Real-Time Detection Learning for Autonomous Driving Applications0
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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