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 30513075 of 6092 papers

TitleStatusHype
An Efficient Semi-Automated Scheme for Infrastructure LiDAR Annotation0
An Efficient Transformer for Simultaneous Learning of BEV and Lane Representations in 3D Lane Detection0
An Embarrassingly Pragmatic Introduction to Vision-based Autonomous Robots0
An Empirical Evaluation of Deep Learning on Highway Driving0
An Empirical Study of Adder Neural Networks for Object Detection0
An Empirical Study of Pseudo-Labeling for Image-based 3D Object Detection0
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains0
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models0
An Empirical Study of Uncertainty Estimation Techniques for Detecting Drift in Data Streams0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
An End-to-End Vehicle Trajcetory Prediction Framework0
An Evaluation of Knowledge Graph Embeddings for Autonomous Driving Data: Experience and Practice0
An Evaluation of RGB and LiDAR Fusion for Semantic Segmentation0
A New Approach to Training Multiple Cooperative Agents for Autonomous Driving0
A New Architecture for Neural Enhanced Multiobject Tracking0
ViewpointDepth: A New Dataset for Monocular Depth Estimation Under Viewpoint Shifts0
Attended Temperature Scaling: A Practical Approach for Calibrating Deep Neural Networks0
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving0
An Independent Study of Reinforcement Learning and Autonomous Driving0
An Intelligent Safety System for Human-Centered Semi-Autonomous Vehicles0
An Investigation of Denial of Service Attacks on Autonomous Driving Software and Hardware in Operation0
An LSTM Approach to Temporal 3D Object Detection in LiDAR Point Clouds0
Anomaly-Aware Semantic Segmentation by Leveraging Synthetic-Unknown Data0
Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation0
Anomaly Detection in Radar Data Using PointNets0
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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