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Multispectral image stitching based on diffusion model

delete2026-10-28
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PRE
AI
G
Guangqiu Chen
G
Guofeng Liu *
F
Fengming Liu
S
Sai Zhang
C
Chengcai Guan
DOI:10.1016/j.image.2026.117752delete
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Abstract

Abstract

En 中文
• Unified diffusion-based stitching framework – improves SSIM by 8.5% and EN by 6.2% over cascade methods. • Mask-guided dual-modal independent alignment – reduces misalignment by 18% and artifacts by 23%. • Gradient-intensity joint loss with multi-channel fusion – boosts AG by 12.7% and PSNR by 1.2 dB. • Validated robustness and superiority – ranks first in 5/6 metrics, 15% higher success rate in cross-scene tests.
Keywords:
Diffusion models
Infrared-visible image stitching
Multi-modal fusion
Geometric alignment
Panoramic perception

Journal

S
SIGNAL PROCESSING-IMAGE COMMUNICATION
IF:
2.7
Papers:
154
Citations:
0

Organization

C
changchun university of science and technology
Scholars:
602
Papers: 165
Citations: 0
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