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 12761300 of 6092 papers

TitleStatusHype
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous DrivingCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous DrivingCode1
On the Effects of Quantisation on Model Uncertainty in Bayesian Neural NetworksCode1
OOSTraj: Out-of-Sight Trajectory Prediction With Vision-Positioning DenoisingCode1
Online Map Vectorization for Autonomous Driving: A Rasterization PerspectiveCode1
Online Visual Place Recognition via Saliency Re-identificationCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
FSD-BEV: Foreground Self-Distillation for Multi-view 3D Object DetectionCode1
Reparameterizable Dual-Resolution Network for Real-time Semantic SegmentationCode1
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
Development of a hand gesture based control interface using Deep LearningCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
FusionAD: Multi-modality Fusion for Prediction and Planning Tasks of Autonomous DrivingCode1
Attention-based Proposals Refinement for 3D Object DetectionCode1
On the Adversarial Robustness of Camera-based 3D Object DetectionCode1
Open3DTrack: Towards Open-Vocabulary 3D Multi-Object TrackingCode1
Optimized adaptive MPC for lateral control of autonomous vehiclesCode1
A Reinforcement Learning Benchmark for Autonomous Driving in Intersection ScenariosCode1
GANet: Goal Area Network for Motion ForecastingCode1
Instance Semantic Segmentation Benefits from Generative Adversarial NetworksCode1
GarchingSim: An Autonomous Driving Simulator with Photorealistic Scenes and Minimalist WorkflowCode1
CLFT: Camera-LiDAR Fusion Transformer for Semantic Segmentation in Autonomous DrivingCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
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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