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 14761500 of 6092 papers

TitleStatusHype
Adaptive Symmetric Reward Noising for Reinforcement LearningCode0
PASA: Attack Agnostic Unsupervised Adversarial Detection using Prediction & Attribution Sensitivity AnalysisCode0
Camera-Only 3D Panoptic Scene Completion for Autonomous Driving through Differentiable Object ShapesCode0
Parallel Detection for Efficient Video Analytics at the EdgeCode0
Anomaly Detection in Cooperative Vehicle Perception Systems under Imperfect CommunicationCode0
Parallel Neural Computing for Scene Understanding from LiDAR Perception in Autonomous RacingCode0
PeerNets: Exploiting Peer Wisdom Against Adversarial AttacksCode0
Paint and Distill: Boosting 3D Object Detection with Semantic Passing NetworkCode0
Pair-wise Layer Attention with Spatial Masking for Video PredictionCode0
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasCode0
Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out ClassifiersCode0
Orientation-aware Semantic Segmentation on Icosahedron SpheresCode0
Master's Thesis: Out-of-distribution Detection with Energy-based ModelsCode0
OWLed: Outlier-weighed Layerwise Pruning for Efficient Autonomous Driving FrameworkCode0
An Intelligent Self-driving Truck System For Highway TransportationCode0
3DeformRS: Certifying Spatial Deformations on Point CloudsCode0
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic SegmentationCode0
People Attribute Purpose to Autonomous Vehicles When Explaining Their Behavior: Insights from Cognitive Science for Explainable AICode0
Open-set Recognition based on the Combination of Deep Learning and Ensemble Method for Detecting Unknown Traffic ScenariosCode0
Adaptive Performance Assessment For Drivers Through Behavioral AdvantageCode0
C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory PredictionCode0
Opendenselane: A Dense Lidar-Based Dataset for HD Map ConstructionCode0
6D-VNet: End-to-end 6DoF Vehicle Pose Estimation from Monocular RGB ImagesCode0
Building Lane-Level Maps from Aerial ImagesCode0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
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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