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 12011225 of 6092 papers

TitleStatusHype
A Survey of World Models for Autonomous DrivingCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
COOOL: Challenge Of Out-Of-Label A Novel Benchmark for Autonomous DrivingCode1
Cooperation-Aware Lane Change Maneuver in Dense Traffic based on Model Predictive Control with Recurrent Neural NetworkCode1
CMRNet++: Map and Camera Agnostic Monocular Visual Localization in LiDAR MapsCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
NEAT: Neural Attention Fields for End-to-End Autonomous DrivingCode1
DeepIPC: Deeply Integrated Perception and Control for an Autonomous Vehicle in Real EnvironmentsCode1
COOPERNAUT: End-to-End Driving with Cooperative Perception for Networked VehiclesCode1
Enhancing Dropout-based Bayesian Neural Networks with Multi-Exit on FPGACode1
Coordinated PSO-PID based longitudinal control with LPV-MPC based lateral control for autonomous vehiclesCode1
CLRmatchNet: Enhancing Curved Lane Detection with Deep Matching ProcessCode1
CLRKDNet: Speeding up Lane Detection with Knowledge DistillationCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
NDT-Transformer: Large-Scale 3D Point Cloud Localisation using the Normal Distribution Transform RepresentationCode1
Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch AttacksCode1
Ensemble Quantile Networks: Uncertainty-Aware Reinforcement Learning with Applications in Autonomous DrivingCode1
NeeDrop: Self-supervised Shape Representation from Sparse Point Clouds using Needle DroppingCode1
CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late HybridizationCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
Evaluating Adversarial Attacks on Driving Safety in Vision-Based Autonomous VehiclesCode1
CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR SegmentationCode1
PeSOTIF: a Challenging Visual Dataset for Perception SOTIF Problems in Long-tail Traffic ScenariosCode1
N-Agent Ad Hoc TeamworkCode1
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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