activity
20212025
most citedDDRF: Denoising Diffusion Model for Remote Sensing Image Fusion

14 citations · 16 across the 12 of their papers we have counts for

collaborators

12 papers

cs.AI2025

A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making

Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng +3

Medical decision-making often involves integrating knowledge from multiple clinical specialties, typically achieved through multidisciplinary teams. Inspired by this collaborative…

cs.CV2025

Spiking Variational Graph Representation Inference for Video Summarization

Wenrui Li, Wei Han, Liang-Jian Deng +2

With the rise of short video content, efficient video summarization techniques for extracting key information have become crucial. However, existing methods struggle to capture the…

cs.CV2025

Two-Stage Random Alternation Framework for One-Shot Pansharpening

Haorui Chen, Zeyu Ren, Jiaxuan Ren +4

Deep learning has substantially advanced pansharpening, achieving impressive fusion quality. However, a prevalent limitation is that conventional deep learning models, which typica…

cs.CV2025

CAT: A Conditional Adaptation Tailor for Efficient and Effective Instance-Specific Pansharpening on Real-World Data

Tianyu Xin, Jin-Liang Xiao, Zeyu Xia +2

Pansharpening is a crucial remote sensing technique that fuses low-resolution multispectral (LRMS) images with high-resolution panchromatic (PAN) images to generate high-resolution…

cs.CV20242 cited

Fourier-enhanced Implicit Neural Fusion Network for Multispectral and Hyperspectral Image Fusion

Yu-Jie Liang, Zihan Cao, Liang-Jian Deng +1

Recently, implicit neural representations (INR) have made significant strides in various vision-related domains, providing a novel solution for Multispectral and Hyperspectral Imag…

cs.CV2024

SSDiff: Spatial-spectral Integrated Diffusion Model for Remote Sensing Pansharpening

Yu Zhong, Xiao Wu, Liang-Jian Deng +1

Pansharpening is a significant image fusion technique that merges the spatial content and spectral characteristics of remote sensing images to generate high-resolution multispectra…