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A Hybrid Convolutional and Recurrent Deep Neural Network for Breast Cancer Histopathological Image Classification

Detail: http://ear.ict.ac.cn/?page_id=1576


Related materials of “Live-cell single molecule-guided Bayesian localization super-resolution microscopy”

Related materials of “Live-cell single molecule-guided Bayesian localization super-resolution microscopy”. These datasets includes two actin structure and one Endoplasmic reticulum structure.

These datasets are owned by Professor Pingyong Xu’s group, and any people who want to use these data should cite the paper “Live-cell single molecule-guided Bayesian localization super-resolution microscopy” and “Rational design of true monomeric and bright photoactivatable fluorescent proteins”. For further information, please contact zhangfa@ict.ac.cn, pyxu@ibp.ac.cn.

Download: real1.tif (95 downloads) , real2.tif (89 downloads) , real3.tif (90 downloads)


AuTom-dualx 

AuTom-dualx is a toolkit for fully automatic alignment of dual-axis tilt series with simultaneous reconstruction. It provides global consistent alignment with projection model with different complexity. The default alignment is based on the distortion correction along x, y and z direct. The users are recommended to use this model but a high-level distortion correction is also available by option “-w 2”. Here we give out the pre-compiled exe and test datasets as well as their anticipated results:

dualxmauto(pre-compiled exe):  dualxmauto_ubuntu14 (110 downloads) , dualxmauto_ubuntu16 (96 downloads) , dualxmauto_centos6.5 (107 downloads) , dualxmauto_RedhatEnterprise6.4 (93 downloads)

dualxmauto(source code): dualxmauto-warp-correction.zip (9 downloads)

volrec_mltm(pre-compiled exe):  volrec_mltm_ubuntu14 (112 downloads)

volrec_mltm(source code): volrec_mtlm.tar.gz (105 downloads) This code has been compiled and run with open MPI 1.8.3 version successfully

Here are the examples demonstrated in the manuscript “Dualxmauto: a toolkit for fully automatic alignment of dual-axis tilt series with simultaneous reconstruction”.To run the examples, module dualxmauto and volrec_mltm is needed.If you extract the tar of testdata, a cmd.txt can be found. Following the cmd.txt you can get the result as in the manuscript or _Anticipated_result.

testdata:  AdhesionBelt.tar.gz (121 downloads) , Centriole.tar.gz (116 downloads) , Simulation.tar.gz (104 downloads)

testdata2: simu1a.mrc (18 downloads) , simu1a.rawtlt (23 downloads) , simu1b.mrc (22 downloads) , simu1b.rawtlt (19 downloads) , volume.tlt (20 downloads)

Anticipated_Result: AdhesionBelt_antiRSLT.tar.gz (99 downloads) , Centriole_antiRSLT.tar.gz (95 downloads) , Simulation_antiRSLT.tar.gz (93 downloads)  

tools: tools.tar.gz (93 downloads)  


markerauto 1.6.3 version

If the reader run as “markerauto -i V4B_G1_Tilt2.mrc -a V4B_G1_Tilt2.rawtlt -d -1 -o V4B_G1_Tilt2.xf -n V4B_G1_Tilt2.tlt”, markerauto1.6+ will use the old fasion to process the data. If the reader run as “markerauto -i V4B_G1_Tilt2.mrc -a V4B_G1_Tilt2.rawtlt -d -1 -o V4B_G1_Tilt2.xf -n V4B_G1_Tilt2.tlt -t”, markerauto1.6+ will use the Gaussian mixture model based fiducial marker tracking to process the data, which is much fater than the old fashion. The “-t” mode will use GMM-based model and the old fashion will use RANSAC-based model, users can make a execution comparion between these two model. However, because GMM-based model is in its first stage, it is still not so robust. Users are advised that use RANSAC-based model as default and use GMM-model for large field dataset.  

program: markerauto_Centos6.5.tar.gz (229 downloads) , markerauto_RedHatEnterprise6.4.tar.gz (198 downloads) , markerauto_Ubuntu14.tar.gz (111 downloads) , markerauto_Ubuntu16.04.tar.gz (199 downloads)

test data: test_106.tar.gz , material_data2.tar.gz (419 downloads) , V4B_G1_Tilt2.tar.gz, x2adata.tar.gz

userguide:  markerauto1.6.3_userguide


AuTom beta1.0.1

Automatic Tomography (Au-Tom) is for automatic reconstruction of electron tomography (ET), which covered the pre-processing, alignment and reconstruction of electron tomography. In our package, fiducial marker-based datasets and maker-free datasets are done with totally different subprocess. The presented package has the following characteristics: accurate alignment modules for datasets that contain substantial biological structures but free of fiducial markers;fully automatic alignment modules for datasets that have fiducial markers embedded in; a wide coverage of reconstruction methods with a new iterative reconstruction method that recovers “missing wedge” based on compressed-sensing theory; multi-platform acceleration solutions that support faster iterative algebraic reconstruction. Currently, the markerbasd alignment and reconstruction of AuTom is the mostly well challenged module, while the markerfree alignment still has the limitations of data features. Autom has been built under Red Hat Enterprise 6.4, Cenots 6.5,Ubuntu 14.04 and Ubuntu 16.04. Other systems may not be supported well.

Read the installation guide to learn how to install Autom. You need to 1.download software package of AuTom.  2.Install Library dependencies listed in installation guide: CUDA8, mpich2-1.4.1, gnuplot-5.0.5, libgd-2.1.0 and other dependencies. 3.Click Autom or type “./Autom” in terminal to run the Program. The tutorial and videos (markerbased_video, markerfree_video) show you how to use Autom step by step. Apart from the user iterface, you can also access the modules in the terminal. Please read the user-guides inside the doc package.

AuTom beta1.0.1 updates:
1.AuTom now has CTF determination and correction function.
2.AuTom does not need IMOD modules anymore.
3.Reduce the time of reconstruction.
4.Add fast mode to alignment.
5.ICON now has geometry parameters. (For Autom, it handles them automatically, so you don’t need to concern about these parameters in Autom.)
6.ICON now includes a new option called bin, which allows you to bin down a volume. It is useful because you can see the reconstruction result sooner, especially when you want to adjust the parameters of the algorithm.

7.A few bug fixes.

If you have any problems or feedback, please submit your question or e-mail us. We really appreciate receiving your advice as soon as possible. E-mail: hanrenmin@gmail.com, zhangfa@ict.ac.cn.

The publication describing AuTom is “Han R, Wan X, Wang Z, et al. AuTom: a novel automatic platform for electron tomography reconstruction[J]. Journal of Structural Biology, 2017, 199(3):196”. Please cite this article in your essay if you use AuTom.

AuTom: A novel automatic platform for electron tomography reconstruction (7 downloads)


AutoGDeterm

AutoGDetermV1.0.rar (146 downloads) AutoGDetermV1.0_UserGuide.docx (114 downloads)


ICONv1.6.4 & ICONMICv1.0.0

Iterative Compressed-sensing Optimized Non-uniform fast Fourier transform reconstruction (ICON) based on the theory of compressed-sensing and the assumption of sparsity of biological specimen. ICON-GPU_v1.2.8_CentOS64.tar (29 downloads) ICON-GPU_v1.2.8_Ubuntu64.tar (13 downloads) ICON-GPU-v1.2.8_UserGuide.pdf (26 downloads) ICON-MICv1.0.zip (136 downloads)


dualxmauto

Dual-axis alignemnt and reconstruction result  processed by software dualxmauto. dualx_data.tar.gz (177 downloads)    dualxmauto.tar.gz (174 downloads)


ET-SPEC(formerly known as ETphantom)

ET-SPEC is a virtual electron microscopy molecular modeling simulation and 3D reconstruction system based on serial block face scanning electron microscope image(SBEM).The package contains installation instruction and a sample date. ET-SPEC.zip (198 downloads) The source code of ET-SPEC is available. sourcecode.zip (124 downloads) A Tutorial on getting started with ET-SPEC. Make sure you have installed softwareforET-SPEC.zip (177 downloads) . Dual-axis nowarp,marker,projection,tracking result generated by ET-SPEC. test_mean_nowarp.tar.gz (331 downloads) test_mean_nowarp_rot90.tar.gz (75 downloads) Dual-axis warp,marker,projection,tracking result generated by ET-SPEC. test_mean_warp.tar.gz (309 downloads) test_mean_warp_rot90.tar.gz (71 downloads)


markerauto 1.5.3 version

markerauto_Centos 6.5.tar.gz (146 downloads) , markerauto_RedHat Enterprise 6.4.tar.gz (143 downloads) , markerauto_Ubuntu 14.04.tar.gz (132 downloads) , markerauto_Ubuntu16.04.tar.gz (135 downloads)

markerauto 1.5.0 version

updates: 1. The initial diameter value can be automatic detected, if the user set the initial input to -1, for example:markerauto -i BBa.st -a BBa.rawtlt -n BBa_new.tlt -o BBa_fin.xf -d -1 2. fixed the bug when proceeding fiducial markers with large diameter. 3. fixed the bug for minimum number of fiducial markers (minimum number: six fiducial markers). markerauto (158 downloads)

markerauto alpha version

Automatic marker_based alignment module.Material data contains the exe and two small test data (1024×1024). Test_106 contains a test data (with 2048×2048 size). test_106.tar.gz (430 downloads) material_data_1.tar.gz (222 downloads) http://v.youku.com/v_show/id_XMTM0ODExMDgyOA==.html


atomalign alpha version

Marker_free alignment module. Material data contains the exe; Mitochondria contains a test data (with 2048×2048 size). mitochondria.tar.gz (210 downloads) material data2.tar.gz (170 downloads) http://v.youku.com/v_show/id_XMTM0ODExMDU3Mg==.html
http://v.youku.com/v_show/id_XMTM0ODExMDY2NA==.html dualxmauto-warp-correction.zip (9 downloads) Autom.pdf AuTom: A novel automatic platform for electron tomography reconstruction (7 downloads) AuTom: A novel automatic platform for electron tomography reconstruction (7 downloads)

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