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 40514100 of 6092 papers

TitleStatusHype
CoPEM: Cooperative Perception Error Models for Autonomous Driving0
5G PRS-Based Sensing: A Sensing Reference Signal Approach for Joint Sensing and Communication System0
STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction0
PartCom: Part Composition Learning for 3D Open-Set Recognition0
Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator0
Perception-Based Sampled-Data Optimization of Dynamical Systems0
Potential Auto-driving Threat: Universal Rain-removal Attack0
A Tale of Two Cities: Data and Configuration Variances in Robust Deep Learning0
Introduction and Exemplars of Uncertainty Decomposition0
SelfOdom: Self-supervised Egomotion and Depth Learning via Bi-directional Coarse-to-Fine Scale Recovery0
Monocular BEV Perception of Road Scenes via Front-to-Top View Projection0
PAI3D: Painting Adaptive Instance-Prior for 3D Object Detection0
NeurIPS 2022 Competition: Driving SMARTS0
Self-Aligning Depth-regularized Radiance Fields for Asynchronous RGB-D Sequences0
CXTrack: Improving 3D Point Cloud Tracking with Contextual Information0
A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation0
RaLiBEV: Radar and LiDAR BEV Fusion Learning for Anchor Box Free Object Detection Systems0
Multi-modal Fusion Technology based on Vehicle Information: A Survey0
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review0
Estimation of Appearance and Occupancy Information in Birds Eye View from Surround Monocular Images0
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts0
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow0
P4P: Conflict-Aware Motion Prediction for Planning in Autonomous Driving0
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
Safe Real-World Autonomous Driving by Learning to Predict and Plan with a Mixture of Experts0
Uncertainty-Aware DNN for Multi-Modal Camera Localization0
Informed Priors for Knowledge Integration in Trajectory Prediction0
Generating Clear Images From Images With Distortions Caused by Adverse Weather Using Generative Adversarial Networks0
Exploring Effects of Computational Parameter Changes to Image Recognition Systems0
Non-line-of-sight imaging with arbitrary illumination and detection pattern0
Parametrically driven inertial sensing in chip-scale optomechanical cavities at the thermodynamical limits with extended dynamic range0
Point-Syn2Real: Semi-Supervised Synthetic-to-Real Cross-Domain Learning for Object Classification in 3D Point Clouds0
Improving Motion Forecasting for Autonomous Driving with the Cycle Consistency Loss0
Multi-Camera Calibration Free BEV Representation for 3D Object Detection0
TripletTrack: 3D Object Tracking using Triplet Embeddings and LSTM0
Many-Objective Reinforcement Learning for Online Testing of DNN-Enabled Systems0
MSF3DDETR: Multi-Sensor Fusion 3D Detection Transformer for Autonomous Driving0
Li3DeTr: A LiDAR based 3D Detection Transformer0
Fast and Efficient Scene Categorization for Autonomous Driving using VAEs0
Can Transformer Attention Spread Give Insights Into Uncertainty of Detected and Tracked Objects?0
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image0
BoundED: Neural Boundary and Edge Detection in 3D Point Clouds via Local Neighborhood Statistics0
IDD-3D: Indian Driving Dataset for 3D Unstructured Road ScenesCode0
Continual Vision-based Reinforcement Learning with Group Symmetries0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier0
Learning Preferences for Interactive AutonomyCode0
Integrated Decision and Control for High-Level Automated Vehicles by Mixed Policy Gradient and Its Experiment Verification0
Understanding Key Point Cloud Features for Development Three-dimensional Adversarial Attacks0
Exiting the Simulation: The Road to Robust and Resilient Autonomous Vehicles at Scale0
Emerging Threats in Deep Learning-Based Autonomous Driving: A Comprehensive Survey0
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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