Junming Hou
7 papers · 2024–2026 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(21)
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Hot Topic Early Bird
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Trend Setter
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Research topics
Computer Vision
(7)
Deep Learning
(7)
Processing
(6)
Machine Learning
(5)
Application Areas
(4)
Models
(4)
Domain-Specific
(3)
Learning Types · Deep Learning
(3)
Architectures
(2)
Learning Types · Machine Learning
(2)
Artificial Intelligence
(1)
Core AI · Artificial Intelligence
(1)
Core AI · Computer Vision
(1)
Core Methods
(1)
Optimization & Theory
(1)
Keywords
image fusion
(3)
remote sensing
(3)
diffusion model
(3)
image restoration
(2)
neural operator
(2)
self-supervised learning
(2)
underwater image enhancement
(2)
semi-supervised learning
(2)
channel attention
(1)
feature representation
(1)
multimodal learning
(1)
image decomposition
(1)
wavelet transform
(1)
low-rank adaptation
(1)
binarized neural network
(1)
multimodal fusion
(1)
frequency domain
(1)
neural network binarization
(1)
image dehazing
(1)
multispectral imaging
(1)
Papers
NODiff: Neural Operator Diffusion for Multispectral Image Fusion
AAAI 2026
SDUIE: Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual Control
CVPR 2026
Spatial-Spectral Residuals Informed Diffusion Neural Operator for Pan-sharpening
CVPR 2026
Binarized Neural Network for Multi-spectral Image Fusion
CVPR 2025
A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint
CVPR 2024
Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
CVPR 2024
Underwater Organism Color Fine-Tuning via Decomposition and Guidance
AAAI 2024