Towards Robust Hyperspectral Unmixing: Mixed Noise Modeling and Image-Domain Regularization
Fuente:
arXiv
Saved in:
| Main Authors: | Naganuma, Kazuki, Ono, Shunsuke |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Robust Spatiotemporal Fusion of Satellite Images: A Constrained Convex Optimization Approach
by: Isono, Ryosuke, et al.
Published: (2023)
by: Isono, Ryosuke, et al.
Published: (2023)
Robust Foreground-Background Separation for Severely-Degraded Videos Using Convolutional Sparse Representation Modeling
by: Naganuma, Kazuki, et al.
Published: (2025)
by: Naganuma, Kazuki, et al.
Published: (2025)
Joint Background-Anomaly-Noise Decomposition for Robust Hyperspectral Anomaly Detection via Constrained Convex Optimization
by: Sato, Koyo, et al.
Published: (2024)
by: Sato, Koyo, et al.
Published: (2024)
Dual-Stream Attention Network for Hyperspectral Image Unmixing
by: Wang, Yufang, et al.
Published: (2024)
by: Wang, Yufang, et al.
Published: (2024)
Unrolling Plug-and-Play Network for Hyperspectral Unmixing
by: Zhao, Min, et al.
Published: (2024)
by: Zhao, Min, et al.
Published: (2024)
Transformer for Multitemporal Hyperspectral Image Unmixing
by: Li, Hang, et al.
Published: (2024)
by: Li, Hang, et al.
Published: (2024)
Transformer based Endmember Fusion with Spatial Context for Hyperspectral Unmixing
by: Ratnayake, R. M. K. L., et al.
Published: (2024)
by: Ratnayake, R. M. K. L., et al.
Published: (2024)
Hyperspectral Image Generation with Unmixing Guided Diffusion Model
by: Shen, Shiyu, et al.
Published: (2025)
by: Shen, Shiyu, et al.
Published: (2025)
Hyperspectral Unmixing Hierarchies
by: Garrett, Joseph L., et al.
Published: (2026)
by: Garrett, Joseph L., et al.
Published: (2026)
Spectral Unmixing Comparison with Sparse, Iterative and Mixed Integer Programming Models
by: Preston, Jade, et al.
Published: (2025)
by: Preston, Jade, et al.
Published: (2025)
Optimal Transport Based Hyperspectral Unmixing for Highly Mixed Observations
by: Doutsas, D., et al.
Published: (2025)
by: Doutsas, D., et al.
Published: (2025)
Adaptive Multi-Order Graph Regularized NMF with Dual Sparsity for Hyperspectral Unmixing
by: Chen, Hui, et al.
Published: (2025)
by: Chen, Hui, et al.
Published: (2025)
UnmixingSR: Material-aware Network with Unsupervised Unmixing as Auxiliary Task for Hyperspectral Image Super-resolution
by: Yu, Yang
Published: (2024)
by: Yu, Yang
Published: (2024)
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications
by: Suzuki, Yodai, et al.
Published: (2025)
by: Suzuki, Yodai, et al.
Published: (2025)
Self-Supervised Elimination of Non-Independent Noise in Hyperspectral Imaging
by: Ding, Guangrui, et al.
Published: (2024)
by: Ding, Guangrui, et al.
Published: (2024)
A Spectral Library and Method for Sparse Unmixing of Hyperspectral Images in Fluorescence Guided Resection of Brain Tumors
by: Black, David, et al.
Published: (2024)
by: Black, David, et al.
Published: (2024)
Polyhedral Unmixing: Bridging Semantic Segmentation with Hyperspectral Unmixing via Polyhedral-Cone Partitioning
by: Bottenmuller, Antoine, et al.
Published: (2026)
by: Bottenmuller, Antoine, et al.
Published: (2026)
Preprocessing Algorithm Leveraging Geometric Modeling for Scale Correction in Hyperspectral Images for Improved Unmixing Performance
by: Sumanasekara, Praveen, et al.
Published: (2025)
by: Sumanasekara, Praveen, et al.
Published: (2025)
Deep Learning-Based Correction and Unmixing of Hyperspectral Images for Brain Tumor Surgery
by: Black, David, et al.
Published: (2024)
by: Black, David, et al.
Published: (2024)
Adaptive Regularized Low-Rank Tensor Decomposition for Hyperspectral Image Denoising and Destriping
by: Li, Dongyi, et al.
Published: (2024)
by: Li, Dongyi, et al.
Published: (2024)
Papanicolaou Stain Unmixing for RGB Image Using Weighted Nucleus Sparsity and Total Variation Regularization
by: Gong, Nanxin, et al.
Published: (2025)
by: Gong, Nanxin, et al.
Published: (2025)
Deep Diffusion Models and Unsupervised Hyperspectral Unmixing for Realistic Abundance Map Synthesis
by: Pastorino, Martina, et al.
Published: (2025)
by: Pastorino, Martina, et al.
Published: (2025)
Hyperspectral Unmixing of Agricultural Images taken from UAV Using Adapted U-Net Architecture
by: Paura, Vytautas, et al.
Published: (2024)
by: Paura, Vytautas, et al.
Published: (2024)
Theoretical and Practical Progress in Hyperspectral Pixel Unmixing with Large Spectral Libraries from a Sparse Perspective
by: Preston, Jade, et al.
Published: (2024)
by: Preston, Jade, et al.
Published: (2024)
A General Framework for Group Sparsity in Hyperspectral Unmixing Using Endmember Bundles
by: Bhusal, Gokul, et al.
Published: (2025)
by: Bhusal, Gokul, et al.
Published: (2025)
Hyperspectral Pixel Unmixing with Latent Dirichlet Variational Autoencoder
by: Mantripragada, Kiran, et al.
Published: (2022)
by: Mantripragada, Kiran, et al.
Published: (2022)
HINER: Neural Representation for Hyperspectral Image
by: Shi, Junqi, et al.
Published: (2024)
by: Shi, Junqi, et al.
Published: (2024)
Multitemporal Latent Dynamical Framework for Hyperspectral Images Unmixing
by: Li, Ruiying, et al.
Published: (2025)
by: Li, Ruiying, et al.
Published: (2025)
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package
by: Rasti, Behnood, et al.
Published: (2023)
by: Rasti, Behnood, et al.
Published: (2023)
DEMIX: Dual-Encoder Latent Masking Framework for Mixed Noise Reduction in Ultrasound Imaging
by: Guha, Soumee, et al.
Published: (2026)
by: Guha, Soumee, et al.
Published: (2026)
Spectral Super-Resolution via Adversarial Unfolding and Data-Driven Spectrum Regularization: From Multispectral Satellite Data to NASA Hyperspectral Image
by: Young, Si-Sheng, et al.
Published: (2026)
by: Young, Si-Sheng, et al.
Published: (2026)
DTU-Net: A Multi-Scale Dilated Transformer Network for Nonlinear Hyperspectral Unmixing
by: Wang, ChenTong, et al.
Published: (2025)
by: Wang, ChenTong, et al.
Published: (2025)
PRIME: Blind Multispectral Unmixing Using Virtual Quantum Prism and Convex Geometry
by: Lin, Chia-Hsiang, et al.
Published: (2024)
by: Lin, Chia-Hsiang, et al.
Published: (2024)
An Elliptic Kernel Unsupervised Autoencoder-Graph Convolutional Network Ensemble Model for Hyperspectral Unmixing
by: Alfaro-Mejia, Estefania, et al.
Published: (2024)
by: Alfaro-Mejia, Estefania, et al.
Published: (2024)
Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing
by: Andrejic, Nikola, et al.
Published: (2025)
by: Andrejic, Nikola, et al.
Published: (2025)
Sparsity and Total Variation Constrained Multilayer Linear Unmixing for Hyperspectral Imagery
by: Yang, Gang
Published: (2025)
by: Yang, Gang
Published: (2025)
Hyperspectral Unmixing using Iterative, Sparse and Ensambling Approaches for Large Spectral Libraries Applied to Soils and Minerals
by: Preston, Jade, et al.
Published: (2025)
by: Preston, Jade, et al.
Published: (2025)
Global and Local Attention-Based Transformer for Hyperspectral Image Change Detection
by: Wang, Ziyi, et al.
Published: (2024)
by: Wang, Ziyi, et al.
Published: (2024)
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation
by: Lin, Shijie, et al.
Published: (2025)
by: Lin, Shijie, et al.
Published: (2025)
Advancements in Data Processing and Calibration for the Hyperspectral Imaging Satellite (HySIS)
by: Garg, Ankur, et al.
Published: (2024)
by: Garg, Ankur, et al.
Published: (2024)
Similar Items
-
Robust Spatiotemporal Fusion of Satellite Images: A Constrained Convex Optimization Approach
by: Isono, Ryosuke, et al.
Published: (2023) -
Robust Foreground-Background Separation for Severely-Degraded Videos Using Convolutional Sparse Representation Modeling
by: Naganuma, Kazuki, et al.
Published: (2025) -
Joint Background-Anomaly-Noise Decomposition for Robust Hyperspectral Anomaly Detection via Constrained Convex Optimization
by: Sato, Koyo, et al.
Published: (2024) -
Dual-Stream Attention Network for Hyperspectral Image Unmixing
by: Wang, Yufang, et al.
Published: (2024) -
Unrolling Plug-and-Play Network for Hyperspectral Unmixing
by: Zhao, Min, et al.
Published: (2024)