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 25112520 of 6092 papers

TitleStatusHype
Three Pillars improving Vision Foundation Model Distillation for LidarCode1
A Hybrid Graph Network for Complex Activity Detection in Video0
YOLO-BEV: Generating Bird's-Eye View in the Same Way as 2D Object Detection0
Navigating Data Heterogeneity in Federated Learning A Semi-Supervised Federated Object DetectionCode1
TorchSparse++: Efficient Training and Inference Framework for Sparse Convolution on GPUsCode3
Using Knowledge Awareness to improve Safety of Autonomous Driving0
Driving through the Concept Gridlock: Unraveling Explainability Bottlenecks in Automated DrivingCode0
ParisLuco3D: A high-quality target dataset for domain generalization of LiDAR perception0
MVFAN: Multi-View Feature Assisted Network for 4D Radar Object Detection0
Data-driven Traffic Simulation: A Comprehensive Review0
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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