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 12511300 of 6092 papers

TitleStatusHype
DenseTNT: End-to-end Trajectory Prediction from Dense Goal SetsCode1
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
Optimal Cost Design for Model Predictive ControlCode1
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
Delving into Localization Errors for Monocular 3D Object DetectionCode1
Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object DetectorsCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Fine-Grained Evaluation of Large Vision-Language Models in Autonomous DrivingCode1
CMRNet++: Map and Camera Agnostic Monocular Visual Localization in LiDAR MapsCode1
Delta Descriptors: Change-Based Place Representation for Robust Visual LocalizationCode1
ATDN vSLAM: An all-through Deep Learning-Based Solution for Visual Simultaneous Localization and MappingCode1
FinnWoodlands DatasetCode1
DEFLOW: Self-supervised 3D Motion Estimation of Debris FlowCode1
CLRmatchNet: Enhancing Curved Lane Detection with Deep Matching ProcessCode1
Real-Time Environment Condition Classification for Autonomous VehiclesCode1
CLRKDNet: Speeding up Lane Detection with Knowledge DistillationCode1
DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous DrivingCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
Flow-Based Feature Fusion for Vehicle-Infrastructure Cooperative 3D Object DetectionCode1
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
OpenAnnotate3D: Open-Vocabulary Auto-Labeling System for Multi-modal 3D DataCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous DrivingCode1
Real-time Stereo-based 3D Object Detection for Streaming PerceptionCode1
Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object TrackingCode1
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