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 881890 of 6092 papers

TitleStatusHype
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
BM2CP: Efficient Collaborative Perception with LiDAR-Camera ModalitiesCode1
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
StreamingFlow: Streaming Occupancy Forecasting with Asynchronous Multi-modal Data Streams via Neural Ordinary Differential EquationCode1
FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object DetectionCode1
Boosting Night-time Scene Parsing with Learnable FrequencyCode1
GANet: Goal Area Network for Motion ForecastingCode1
Lane Graph Estimation for Scene Understanding in Urban DrivingCode1
Large Language Models Powered Context-aware Motion Prediction in Autonomous DrivingCode1
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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