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 53765400 of 6092 papers

TitleStatusHype
Key Points Estimation and Point Instance Segmentation Approach for Lane DetectionCode1
An LSTM-Based Autonomous Driving Model Using Waymo Open DatasetCode1
MCENET: Multi-Context Encoder Network for Homogeneous Agent Trajectory Prediction in Mixed TrafficCode1
Improving Generalization of Reinforcement Learning with Minimax Distributional Soft Actor-Critic0
Adapting to Unseen Environments through Explicit Representation of Context0
SegVoxelNet: Exploring Semantic Context and Depth-aware Features for 3D Vehicle Detection from Point Cloud0
Learning to Switch Among Agents in a Team via 2-Layer Markov Decision Processes0
Multi-Modality Cascaded Fusion Technology for Autonomous Driving0
Automated Lane Change Strategy using Proximal Policy Optimization-based Deep Reinforcement Learning0
Lane Boundary Geometry Extraction from Satellite Imagery0
An Analysis of Adversarial Attacks and Defenses on Autonomous Driving ModelsCode1
Understanding the Decision Boundary of Deep Neural Networks: An Empirical Study0
TPPO: A Novel Trajectory Predictor with Pseudo Oracle0
Centimeter-Level Indoor Localization using Channel State Information with Recurrent Neural Networks0
Deep Reinforcement Learning for Autonomous Driving: A Survey0
Leveraging Uncertainties for Deep Multi-modal Object Detection in Autonomous Driving0
Universal Semantic Segmentation for Fisheye Urban Driving ImagesCode1
Survey of Deep Reinforcement Learning for Motion Planning of Autonomous Vehicles0
Virtual KITTI 20
Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities0
Localization in Autonomous Vehicles Using a Generalized Inner Product0
A Review on Object Pose Recovery: from 3D Bounding Box Detectors to Full 6D Pose Estimators0
SDOD:Real-time Segmenting and Detecting 3D Object by Depth0
Weighted Average Precision: Adversarial Example Detection in the Visual Perception of Autonomous VehiclesCode0
Temporal Pulses Driven Spiking Neural Network for Fast Object Recognition in Autonomous Driving0
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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