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Junming Hou

7 accepted papers

2026

NODiff: Neural Operator Diffusion for Multispectral Image Fusion

AAAI 2026technical

Pansharpening is a powerful technique for generating high-resolution multispectral (HRMS) images by fusing currently available image pairs of low-resolution multispectral (LRMS) and texture-rich panchromatic (PAN) data, effectively addressing the physical constraints of satellite sensors. While rece

Cited by 0SourcePDFScholar
2026

SDUIE: Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual Control

CVPR 2026

Underwater images often exhibit dominant blue-green hues due to wavelength-dependent light attenuation. While existing enhancement methods have achieved promising performance, they typically overlook the subjective nature of visual preferences. To address this gap, we propose SDUIE, a level-aware Se

Cited by 0SourcecodeScholar
2026

Spatial-Spectral Residuals Informed Diffusion Neural Operator for Pan-sharpening

CVPR 2026

Pan-sharpening, a fundamental image preprocessing technique in remote sensing, aims to generate spatially and spectrally enriched multispectral imagery by integrating complementary information from texture-rich panchromatic (PAN) images and paired low-resolution multispectral (LRMS) counterparts. Al

Cited by 0SourceScholar
2025

Binarized Neural Network for Multi-spectral Image Fusion

CVPR 2025poster

Pan-sharpening technology refers to generating a high-resolution (HR) multi-spectral (MS) image with broad applications by fusing a low-resolution (LR) MS image and HR panchromatic (PAN) image. While deep learning approaches have shown impressive performance in pan-sharpening, they generally require…

Cited by 0SourcePDFScholar
2025

Physics-informed Neural Operator for Pansharpening

NeurIPS 2025poster

Over the past decades, pansharpening has contributed greatly to numerous remote sensing applications, with methods evolving from theoretically grounded models to deep learning approaches and their hybrids. Though promising, existing methods rarely address pansharpening through the lens of underlying…

Cited by 0SourceScholar
2024

Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion

CVPR 2024poster

Infrared and visible image fusion aims to generate a fused image by integrating and distinguishing complementary information from multiple sources. While the cross-attention mechanism with global spatial interactions appears promising it only capture second-order spatial interactions neglecting high…

2024

Underwater Organism Color Fine-Tuning via Decomposition and Guidance

AAAI 2024technical

Due to the wavelength dependent light attenuation and scattering, the color of the underwater organism usually appears distorted. The existing underwater image enhancement methods mainly focus on designing networks capable of generating enhanced underwater organisms with fixed color. Due to the comp…