This repository implements the model which presented in "Deep Networks for direction of arrival estimation in low snr" paper, IEEE 2021. An additional improvement for this work is added, in the form of spatial smoothing pre-processing technique.
☆22Sep 18, 2023Updated 2 years ago
Alternatives and similar repositories for DeepCNNDoA
Users that are interested in DeepCNNDoA are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This is an PyTorch implementation Deep Learning based DOA Estimation☆25Oct 14, 2025Updated 9 months ago
- A novel direction-of-arrival (DOA) estimation method based on deep complex-valued networks with sparse prior☆52Mar 15, 2025Updated last year
- ☆57Feb 15, 2024Updated 2 years ago
- Antenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse Arrays☆46May 9, 2024Updated 2 years ago
- A DNN based Normalized Time-frequency Weighted Criterion for Robust Wideband DoA Estimation☆37Feb 21, 2023Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A CNN model whose input is the covariance matrix R used for off-grid DOA estimation☆16Jun 16, 2024Updated 2 years ago
- A stacked self-attention network for two-dimensional direction-of-arrival estimation in hands-free speech communication☆12Sep 12, 2024Updated last year
- Subspace Representation Learning for Sparse Linear Arrays to Localize More Sources than Sensors: A Deep Learning Methodology☆21Mar 18, 2025Updated last year
- this code is for the paper 'Deep Convolution Network for Direction of Arrival Estimation with Sparse Prior' pubished in IEEE spl☆39Dec 24, 2019Updated 6 years ago
- ☆84Dec 2, 2024Updated last year
- Parameter Estimation in Multi-standard Wideband Receivers via Deep Learning. (DOA - Direction of Arrival)☆27Apr 22, 2022Updated 4 years ago
- ☆15Sep 26, 2023Updated 2 years ago
- This is the code for the paper "Domain Adaptation for DoA Estimation in Multipath Channels with Interferences", A. Bar, J. S. Picard, I. …☆15Oct 30, 2023Updated 2 years ago
- ☆59Sep 4, 2020Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- 本文件夹内提供了六种一维均匀线阵下的DOA估计算法(MUSIC算法, ROOT-MUSIC算法, CAPON算法, LS-ESPRIT算法, TLS-ESPRIT算法和DML算法）和它们在不同信噪比快拍数下的RMSE对比。还提供了一种二维面阵的MUSIC算法和三种信号个数估…☆23May 9, 2025Updated last year
- DA-MUSIC is a hybrid model/data-driven DoA estimator that augments MUSIC with neural networks to improve localization of coherent signals…☆50Jun 4, 2022Updated 4 years ago
- NUV-EM based sparsity recovery and DoA estimation☆18Oct 25, 2023Updated 2 years ago
- 水下目标方位估计算法，包括：基于常规波束形成的时间窗方法以及基于卷积神经网络的时间窗方法☆22Jul 8, 2025Updated last year
- ☆22Jan 9, 2023Updated 3 years ago
- ☆33Apr 21, 2025Updated last year
- ☆31Aug 7, 2024Updated 2 years ago
- Fast DoA estimation of multiple targets using a Denoising Autoencoder and sparse arrays☆24Feb 11, 2020Updated 6 years ago
- DOA etimation algorithms implemented in Python for ULA, UCA and broadband/wideband DOA estimation☆50May 14, 2026Updated 2 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Extensions of DA-MUSIC handle broadband signals and varying numbers of sources, improving accuracy and robustness over the original MUSIC…☆52Jan 10, 2023Updated 3 years ago
- ICASSP 2024: Robust DOA estimation from deep acoustic imaging☆25Apr 14, 2024Updated 2 years ago
- Speech enhancement| Beamforming| NN Mask Estimation| LSTM| DTLN☆15Mar 8, 2023Updated 3 years ago
- ☆24Jun 14, 2021Updated 5 years ago
- ☆13Jul 14, 2020Updated 6 years ago
- MATLAB code of 2D MUSIC for DOA estimation (azimuth and elevation). Unlike the MATLAB official function, this code allows spatial smoothi…☆11Sep 25, 2024Updated last year
- A Direction-of-Arrival estimation code repo accompanying our research paper.☆87Feb 9, 2020Updated 6 years ago
- DOA估计搜集到的代码☆16Nov 30, 2023Updated 2 years ago
- UWB卡尔曼滤波追踪无线时钟同步误差的MATLAB仿真程序☆10Jun 24, 2020Updated 6 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Federated Unfolding Learning for CSI Feedback in Distributed Edge Networks☆10Jul 7, 2024Updated 2 years ago
- Two algebraic solutions for TDOA localization in MPR. Reference: Y. Sun, K. C. Ho, and Q. Wan, “Solution and analysis of TDOA localizatio…☆17Dec 8, 2021Updated 4 years ago
- ☆51Nov 12, 2021Updated 4 years ago
- Implementation of algorithms for refinement of direction of arrival estimators by optimization☆15Jun 2, 2021Updated 5 years ago
- Test of the ability of a Convolutional Neural Network (CNN) trained to localize the Direction Of Arrival (DOA), to generalize in differen…☆20Jul 14, 2022Updated 4 years ago
- Implementation of Learning Fast Approximations of Sparse Coding☆16Jan 21, 2023Updated 3 years ago
- A simple library for theoretical research on direction-of-arrival (DOA) estimation in array signal processing.☆191Jan 28, 2021Updated 5 years ago