activity
20172025
most citedNormalized Total Gradient: A New Measure for Multispectral Image Registration

63 citations · 65 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CV2025

EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registration

Haokai Zhu, Bo Qu, Si-Yuan Cao +4

Previous deep image registration methods that employ single homography, multi-grid homography, or thin-plate spline often struggle with real scenes containing depth disparities due…

cs.CV2024★ 1 cited

SSHNet: Unsupervised Cross-modal Homography Estimation via Problem Reformulation and Split Optimization

Junchen Yu, Si-Yuan Cao, Runmin Zhang +5

We propose a novel unsupervised cross-modal homography estimation learning framework, named Split Supervised Homography estimation Network (SSHNet). SSHNet reformulates the unsuper…

cs.CV2024

SCPNet: Unsupervised Cross-modal Homography Estimation via Intra-modal Self-supervised Learning

Runmin Zhang, Jun Ma, Si-Yuan Cao +5

We propose a novel unsupervised cross-modal homography estimation framework based on intra-modal Self-supervised learning, Correlation, and consistent feature map Projection, namel…

cs.CV2024

SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising

Runmin Zhang, Zhu Yu, Zehua Sheng +6

Cross-spectral image guided denoising has shown its great potential in recovering clean images with rich details, such as using the near-infrared image to guide the denoising proce…

cs.CV2021★ 1 cited

PCNet: A Structure Similarity Enhancement Method for Multispectral and Multimodal Image Registration

Si-Yuan Cao, Beinan Yu, Lun Luo +3

Multispectral and multimodal images are of important usage in the field of multi-source visual information fusion. Due to the alternation or movement of image devices, the acquired…

cs.CV2017★ 63 cited

Normalized Total Gradient: A New Measure for Multispectral Image Registration

Shu-Jie Chen, Hui-Liang Shen

Image registration is a fundamental issue in multispectral image processing. In filter wheel based multispectral imaging systems, the non-coplanar placement of the filters always c…