Complex wavelets for extended depth‐of‐field: A new method for the fusion of multichannel microscopy images
Top Cited Papers
- 1 September 2004
- journal article
- research article
- Published by Wiley in Microscopy Research and Technique
- Vol. 65 (1-2) , 33-42
- https://doi.org/10.1002/jemt.20092
Abstract
Microscopy imaging often suffers from limited depth-of-field. However, the specimen can be “optically sectioned” by moving the object along the optical axis. Then different areas appear in focus in different images. Extended depth-of-field is a fusion algorithm that combines those images into one single sharp composite. One promising method is based on the wavelet transform. Here, we show how the wavelet-based image fusion technique can be improved and easily extended to multichannel data. First, we propose the use of complex-valued wavelet bases, which seem to outperform traditional real-valued wavelet transforms. Second, we introduce a way to apply this technique for multichannel images that suppresses artifacts and does not introduce false colors, an important requirement for multichannel optical microscopy imaging. We evaluate our method on simulated image stacks and give results relevant to biological imaging. Microsc. Res. Tech. 65:33–42, 2004.Keywords
This publication has 26 references indexed in Scilit:
- Spectral spaces and color spacesColor Research & Application, 2003
- DEEP FOCUS; A DIGITAL IMAGE PROCESSING TECHNIQUE TO PRODUCE IMPROVED FOCAL DEPTH IN LIGHT MICROSCOPYImage Analysis and Stereology, 2000
- Wavelets in Temporal and Spatial Processing of Biomedical ImagesAnnual Review of Biomedical Engineering, 2000
- Local scale control for edge detection and blur estimationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1998
- Estimation of Edge Parameters and Image Blur Using Polynomial TransformsCVGIP: Graphical Models and Image Processing, 1994
- Autofocusing for tissue microscopyImage and Vision Computing, 1993
- Applications of complex valued wavelet transforms to subband decompositionIEEE Transactions on Signal Processing, 1993
- Experimental test of an analytical model of aberration in an oil-immersion objective lens used in three-dimensional light microscopyJournal of the Optical Society of America A, 1991
- Iterative methods for image deblurringProceedings of the IEEE, 1990
- A theory for multiresolution signal decomposition: the wavelet representationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1989