HapkeCNN: Blind Nonlinear Unmixing for Intimate Mixtures Using Hapke Model and Convolutional Neural Network

Author:

Rasti Behnood1ORCID,Koirala Bikram2ORCID,Scheunders Paul2ORCID

Affiliation:

1. Machine Learning Group, Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology, Freiberg, Germany

2. Department of Physics, Imec-Visionlab, University of Antwerp (CDE), Antwerp, Belgium

Funder

Alexander-von-Humboldt-Stiftung/Foundation

Research Foundation-Flanders

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Earth and Planetary Sciences,Electrical and Electronic Engineering

Cited by 15 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Two-Stream Autoencoder-Based Hyperspectral Unmixing using Hapke Model;IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium;2024-07-07

2. Unsupervised Nonlinear Hyperspectral Unmixing Based on an Extended Multilinear Mixing Model-Inspired Dual-Stream Network;IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium;2024-07-07

3. Blind Unmixing Using Dispersion Model-Based Autoencoder to Address Spectral Variability;IEEE Transactions on Geoscience and Remote Sensing;2024

4. Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package;IEEE Transactions on Geoscience and Remote Sensing;2024

5. A Supervised Approach for Estimating Fractional Abundances of Binary Intimate Mixtures;IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing;2024

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