FlexSIM, for flexible SIM reconstruction, aims at providing reliable SIM reconstructions for a variety of SIM data, going from ``ideal'' ones acquired under standardized protocols and configurations, to ones obtained under more challenging settings and subject to reconstruction artifacts. More details can be found in the following paper:
[1] Surpassing Challenges in Structured-Illumination Microscopy with FlexSIM.,
Preprint (2023),
E. Soubies, A. Nogueron, F. Pelletier, T. Mangeat, C. Leterrier, M. Unser, and D. Sage.
- 22 Feb 2024: Integration of a pure Matlab version of the VMLMB optimization method in GlobalBioIm which is used in FlexSIM. As such, no need anymore to compile mex files.
Download or clone this repository and run the script InstallFlexSIM.m which will download the required GlobalBioIm library v1.2 (or more recent releases) and make neceesary changes in your Matlab path.
The repository is organized as follows.
- File InstallFlexSIM.m: FlexSIM installation script
- File FlexSIM.m: Main function of FlexSIM, the one that needs to be run with parameters as input (see provided examples)
- Folder src: Matlab source files of FlexSIM
- Folder Simulation: Matlab scripts for patterns estimation experiments in [1]
- Folder Examples: Scripts to download and reconstruct the 20 open datasets described in Table S1 of [1] (see Examples below).
| Parameter | Description |
|---|---|
| DataPath | Path to the SIM raw stack. |
| pathToFlexSIM | Path to FlexSIM root folder. |
| displ | From 0 to 2 with increasing number of display. |
| verbose | From 0 to 2 with increasing text displays. |
| sav | Boolean on whether to save the reconstructed image and estimated patterns. |
| parallelProcess | Boolean on whether to use parallel computing. Requires the parallel computing toolbox. |
| Parameter | Description |
|---|---|
| ---- Reconstruct on ROI | |
| SzRoi | Size (px) of the ROI of the data considered for reconstruction |
| posRoi | Position of the top-left corner of the ROI. |
| ---- Patterns | |
| StackOrder | Stack order: ap, pa, apw, paw, wap, wpa, axp, pxa (with a=angles, p=phases, w=widefield). The last two correspond to 9x9 montage with angles (resp phases) in row axp (resp pxa). |
| nbOr | Number of orientations. |
| nbPh | Number of phases. |
| ---- OTF Approximation | |
| lamb | Emission wavelength (nm). |
| res | Pixel size (nm). |
| Na | Objective numerical aperture. |
| damp | damping parameter in [0,1] (1= no damping) to attenuate middle freq in the approx OTF. |
| ---- Background estimation | |
| SzRoiBack | Size (px) of the ROI for background estimation (position automatically detected to minimize the intensity within the ROI). |
| Parameter | Description |
|---|---|
| SzRoiPatt | Size (px) of the ROI for pattern estimation (position automatically detected to maximize the intensity within the ROI). |
| maskWF | Radius (as a factor of the cutoff freq.) of the disk used to mask central Fourier frequencies. |
| ringRegionSearch | Lower and upper limits of Fourier ring region to search peaks (given as factor of the cutoff freq.). |
| eqPh | Boolean, if true equally-spaced phases are assumed. |
| estiPattLowFreq | Boolean, if true, estimate the low-freq. component of the patterns. |
| pattAmp | Amplitude $a$ of the pattern (to be adjusted manually). |
| Parameter | Description |
|---|---|
| ---- OTF Attenuation | |
| OTFAttStr | Strength of the OTF attenuation (in [0,1]). If 0 no OTF attenuation. |
| OTFAttwdth | Width of the OTF attenuation (>0). If 0 no OTF attenuation. |
| ---- Cost function | |
| apodize | Boolean on whether to use apodization on boundaries. |
| sepOrr | Boolean on whether to treat each orientation separately. |
| padSz | Padding size (px) used in the forward operator. |
| mu | Regularization parameter. |
| regType | Regularizer: 1 - 1st-order Tikhonov, 2 - Total Variation, 3 - Good roughness. |
| ---- Optimization | |
| maxIt | Maximum number of iterations (stopping criteria). |
| stepTol | elative error tolerance between two iterates (stopping criteria). |
This folder contains scripts to download and reconstruct the 20 open 2D-SIM datasets described in Table S1 of [1]. Each script is made of the following two steps
- download raw data and set FlexSIM parameters
- run FlexSIM.m function
The 20 open 2D-SIM datasets are sourced from 7 publications including FairSIM [2], OpenSIM [3], HiFi-SIM [4], ML-SIM [5], JSFR-SIM [6], Direct-SIM [7], and PCA-SIM [8]. This corresponds to a collection of SIM data acquired with a diversity of SIM systems and configurations. Each subfolder of the Example folder corresponds to one dataset with the following naming convention
- Reference_SIM-type_Bio-structure
[2] FairSIM, M. Müller, V. Mönkemöller, S. Hennig, W. Hübner, and T. Huser, Open-source image reconstruction of super-resolution structured illumination microscopy data in ImageJ, Nat. Commun., vol. 7, no. 1, no. 1, Mar. 2016.
[3] OpenSIM, A. Lal, C. Shan, and P. Xi, Structured Illumination Microscopy Image Reconstruction Algorithm, IEEE Journal of Selected Topics in Quantum Electronics, vol. 22, no. 4, Jul. 2016.
[4] HiFi-SIM, G. Wen et al., High-fidelity structured illumination microscopy by point-spread-function engineering, Light Sci Appl, vol. 10, no. 1, no. 1, Apr. 2021.
[5] ML-SIM, C. N. Christensen, E. N. Ward, P. Lio, and C. F. Kaminski, ML-SIM: A deep neural network for reconstruction of structured illumination microscopy images, Biomed. Opt. Express, vol. 12, no. 5, May 2021.
[6] JSFR-SIM, Z. Wang et al., High-speed image reconstruction for optically sectioned, super-resolution structured illumination microscopy, Advanced Photonics, vol. 4, no. 2, Mar. 2022.
[7] Direct-SIM, G. Wen et al., Spectrum-optimized direct image reconstruction of super-resolution structured illumination microscopy, PhotoniX, vol. 4, no. 1, June 2023.
[8] Direct-SIM, J. Qian, et al., Structured illumination microscopy based on principal component analysis, eLight, vol. 3, no. 1, Feb. 2023.
This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see http://www.gnu.org/licenses/ .
Whenever you present or publish results that are based on this repository, please cite [1].