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 191200 of 6092 papers

TitleStatusHype
A Comprehensive Survey on Evidential Deep Learning and Its ApplicationsCode2
AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditionsCode2
Make Your ViT-based Multi-view 3D Detectors Faster via Token CompressionCode2
Enhancing Vectorized Map Perception with Historical Rasterized MapsCode2
UTrack: Multi-Object Tracking with Uncertain DetectionsCode2
RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured EnvironmentsCode2
Drone-assisted Road Gaussian Splatting with Cross-view UncertaintyCode2
TripleMixer: A 3D Point Cloud Denoising Model for Adverse WeatherCode2
MART: MultiscAle Relational Transformer Networks for Multi-agent Trajectory PredictionCode2
Multi-Agent Trajectory Prediction with Difficulty-Guided Feature Enhancement NetworkCode2
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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