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 781790 of 6092 papers

TitleStatusHype
InteractionNet: Joint Planning and Prediction for Autonomous Driving with TransformersCode1
Always Clear Depth: Robust Monocular Depth Estimation under Adverse WeatherCode1
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain GeneralizationCode1
Efficient Reinforcement Learning for Autonomous Driving with Parameterized Skills and PriorsCode1
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D PerceptionCode1
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask LearningCode1
Attention-based Proposals Refinement for 3D Object DetectionCode1
LeTFuser: Light-weight End-to-end Transformer-Based Sensor Fusion for Autonomous Driving with Multi-Task LearningCode1
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
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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