# Advanced Image Fusion Techniques

**Type:** Topics  
**Canonical URL:** https://scholariq.org/topics/advanced-image-fusion-techniques/

## Facts

| Field | Value |
| --- | --- |
| Description | This cluster of papers focuses on the fusion of multispectral and hyperspectral images using techniques such as wavelet transform, sparse representation, convolutional neural networks, and pansharpening. The research covers methods for remote sensing, image quality assessment, and applications in fields such as medical imaging. |
| Domain | Physical Sciences |
| Field | Engineering |
| OpenAlex ID | t11659 |
| Works | 89 |

## Topic papers all

Showing 15 of 89.

- [Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks](https://scholariq.org/papers/deep-feature-extraction-and-classification-of-hyperspectral-images-based-on/)
- [Sparse Representation for Color Image Restoration](https://scholariq.org/papers/sparse-representation-for-color-image-restoration/)
- [Automatic Red-Channel underwater image restoration](https://scholariq.org/papers/automatic-red-channel-underwater-image-restoration/)
- [Advances in Hyperspectral Image and Signal Processing: A Comprehensive Overview of the State of the Art](https://scholariq.org/papers/advances-in-hyperspectral-image-and-signal-processing-a-comprehensive-overview/)
- [SpectralGPT: Spectral Remote Sensing Foundation Model](https://scholariq.org/papers/spectralgpt-spectral-remote-sensing-foundation-model/)
- [Generative Adversarial Networks for Hyperspectral Image Classification](https://scholariq.org/papers/generative-adversarial-networks-for-hyperspectral-image-classification/)
- [Spatial Attentive Single-Image Deraining With a High Quality Real Rain Dataset](https://scholariq.org/papers/spatial-attentive-single-image-deraining-with-a-high-quality-real-rain-dataset/)
- [Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art](https://scholariq.org/papers/multisource-and-multitemporal-data-fusion-in-remote-sensing-a-comprehensive/)
- [A Generalized Low-Rank Appearance Model for Spatio-temporally Correlated Rain Streaks](https://scholariq.org/papers/a-generalized-low-rank-appearance-model-for-spatio-temporally-correlated-rain/)
- [A review on multimodal medical image fusion: Compendious analysis of medical modalities, multimodal databases, fusion techniques and quality metrics](https://scholariq.org/papers/a-review-on-multimodal-medical-image-fusion-compendious-analysis-of-medical/)
- [Breast Cancer Classification from Ultrasound Images Using Probability-Based Optimal Deep Learning Feature Fusion](https://scholariq.org/papers/breast-cancer-classification-from-ultrasound-images-using-probability-based/)
- [Attention Guided Low-Light Image Enhancement with a Large Scale Low-Light Simulation Dataset](https://scholariq.org/papers/attention-guided-low-light-image-enhancement-with-a-large-scale-low-light/)
- [GAN review: Models and medical image fusion applications](https://scholariq.org/papers/gan-review-models-and-medical-image-fusion-applications/)
- [Generalized Random Walks for Fusion of Multi-Exposure Images](https://scholariq.org/papers/generalized-random-walks-for-fusion-of-multi-exposure-images/)
- [Hyperspectral Image Classification With Context-Aware Dynamic Graph Convolutional Network](https://scholariq.org/papers/hyperspectral-image-classification-with-context-aware-dynamic-graph/)

## Topic primary papers

Showing 15 of 31.

- [Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art](https://scholariq.org/papers/multisource-and-multitemporal-data-fusion-in-remote-sensing-a-comprehensive/)
- [A review on multimodal medical image fusion: Compendious analysis of medical modalities, multimodal databases, fusion techniques and quality metrics](https://scholariq.org/papers/a-review-on-multimodal-medical-image-fusion-compendious-analysis-of-medical/)
- [GAN review: Models and medical image fusion applications](https://scholariq.org/papers/gan-review-models-and-medical-image-fusion-applications/)
- [Generalized Random Walks for Fusion of Multi-Exposure Images](https://scholariq.org/papers/generalized-random-walks-for-fusion-of-multi-exposure-images/)
- [NTIRE 2020 Challenge on Spectral Reconstruction from an RGB Image](https://scholariq.org/papers/ntire-2020-challenge-on-spectral-reconstruction-from-an-rgb-image/)
- [Medical Image Fusion via an Effective Wavelet-Based Approach](https://scholariq.org/papers/medical-image-fusion-via-an-effective-wavelet-based-approach/)
- [Infrared and Visible Image Fusion Technology and Application: A Review](https://scholariq.org/papers/infrared-and-visible-image-fusion-technology-and-application-a-review/)
- [Region level based multi-focus image fusion using quaternion wavelet and normalized cut](https://scholariq.org/papers/region-level-based-multi-focus-image-fusion-using-quaternion-wavelet-and/)
- [Redundant versus orthogonal wavelet decomposition for multisensor image fusion](https://scholariq.org/papers/redundant-versus-orthogonal-wavelet-decomposition-for-multisensor-image-fusion/)
- [Cross-Scale Coefficient Selection for Volumetric Medical Image Fusion](https://scholariq.org/papers/cross-scale-coefficient-selection-for-volumetric-medical-image-fusion/)
- [NTIRE 2018 Challenge on Spectral Reconstruction from RGB Images](https://scholariq.org/papers/ntire-2018-challenge-on-spectral-reconstruction-from-rgb-images/)
- [Optimum spectrum mask based medical image fusion using Gray Wolf Optimization](https://scholariq.org/papers/optimum-spectrum-mask-based-medical-image-fusion-using-gray-wolf-optimization/)
- [MRI and SPECT Image Fusion Using a Weighted Parameter Adaptive Dual Channel PCNN](https://scholariq.org/papers/mri-and-spect-image-fusion-using-a-weighted-parameter-adaptive-dual-channel-pcnn/)
- [The joint use of IHS transform and redundant wavelet decomposition for fusing multispectral and panchromatic images](https://scholariq.org/papers/the-joint-use-of-ihs-transform-and-redundant-wavelet-decomposition-for-fusing/)
- [Multi‐sensor medical image fusion using pyramid‐based DWT: a multi‐resolution approach](https://scholariq.org/papers/multi-sensor-medical-image-fusion-using-pyramid-based-dwt-a-multi-resolution/)

---
Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.