Difference between revisions of "2017 Winter Project Week"

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Back to [[Events]]
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[[image:PW-Winter2017.png|300px]]
 
[[image:PW-Winter2017.png|300px]]
  
 
=Welcome to the web page for the 24th Project Week!=
 
=Welcome to the web page for the 24th Project Week!=
 +
==Summary==
 +
The 24th NA-MIC Project Week open source hackathon was held during the week of January 9-13, 2017 at MIT. It recorded 99 registered attendees, who worked on 55 projects.
  
The 24th NA-MIC Project Week open source hackathon is being held during the week of January 9-13, 2017 at MIT. Please go through this page for information, and if you have questions, please contact [https://www.spl.harvard.edu/pages/People/tkapur Tina Kapur, PhD].
+
A [[Project_Events#Past_Project_Weeks|summary]] of all past Project Events.
  
 
==Logistics==
 
==Logistics==
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*'''Dates:''' January 9-13, 2017.
 
*'''Dates:''' January 9-13, 2017.
 
*'''Location:''' [https://www.google.com/maps/place/MIT:+Computer+Science+and+Artificial+Intelligence+Laboratory/@42.361864,-71.090563,16z/data=!4m2!3m1!1s0x0:0x303ada1e9664dfed?hl=en MIT CSAIL], Cambridge, MA. (Rooms: [[MIT_Project_Week_Rooms#Kiva|Kiva]], R&D)
 
*'''Location:''' [https://www.google.com/maps/place/MIT:+Computer+Science+and+Artificial+Intelligence+Laboratory/@42.361864,-71.090563,16z/data=!4m2!3m1!1s0x0:0x303ada1e9664dfed?hl=en MIT CSAIL], Cambridge, MA. (Rooms: [[MIT_Project_Week_Rooms#Kiva|Kiva]], R&D)
 +
*'''Transportation:''' Public transportation is highly encouraged, as no parking permits will be issued by MIT. For a list of local garages, please see [http://web.mit.edu/facilities/transportation/parking/visitors/public_parking.html here]
 
*'''REGISTRATION:''' Register [https://www.regonline.com/2017projectweek here]. Registration Fee: $330.
 
*'''REGISTRATION:''' Register [https://www.regonline.com/2017projectweek here]. Registration Fee: $330.
 
*'''Hotel:''' Similar to previous years, no rooms have been blocked in a particular hotel.
 
*'''Hotel:''' Similar to previous years, no rooms have been blocked in a particular hotel.
 
+
*'''Next Project Week:''' [http://wiki.na-mic.org/Wiki/index.php/2017_Summer_Project_Week June 26-30, 2017, Catanzaro, Italy]
  
 
== Introduction ==
 
== Introduction ==
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Several funded projects use the Project Week as a place to convene and collaborate. These include [http://nac.spl.harvard.edu/ NAC], [http://www.ncigt.org/ NCIGT], [http://qiicr.org/ QIICR], and [http://ocairo.technainstitute.com/open-source-software-platforms-and-databases-for-the-adaptive-process/ OCAIRO].  
 
Several funded projects use the Project Week as a place to convene and collaborate. These include [http://nac.spl.harvard.edu/ NAC], [http://www.ncigt.org/ NCIGT], [http://qiicr.org/ QIICR], and [http://ocairo.technainstitute.com/open-source-software-platforms-and-databases-for-the-adaptive-process/ OCAIRO].  
  
A summary of all previous Project Events is available [[Project_Events#Past_Project_Weeks|here]].
 
 
This project week is an event [[Post-NCBC-2014|endorsed]] by the MICCAI society.
 
  
 
Please make sure that you are on the NA-MIC Project Week [http://public.kitware.com/mailman/listinfo/na-mic-project-week mailing list]
 
Please make sure that you are on the NA-MIC Project Week [http://public.kitware.com/mailman/listinfo/na-mic-project-week mailing list]
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==Conference Calls for Preparation==
 
==Conference Calls for Preparation==
  
Domestic conference call number: 800-501-8979 <br>
+
Conference call phone number and notes are available [[TCONS:2017_Winter_Project_Week|here]].
Access code: 7327389 <br>
 
 
 
[[media:TollFree.png|International conference call numbers]] <br>
 
Access code: 7327389 <br>
 
 
 
Weekly, Tuesdays 10am, Boston time from November 22nd, 2016 to January 3rd, 2017.
 
 
 
 
 
===Tcon #4: December 6 ===
 
*10am Boston time
 
*Project Discussions with focus on Machine Learning and Web-based software for clinical research/trials
 
 
 
Participants
 
* Tina Kapur (MIT) - organizer
 
* Steve Pieper (Isomics/BWH)
 
* Beatriz, JC (Kitware)
 
 
 
===Tcon #3: November 29 ===
 
*10am Boston time
 
*Project Discussions with focus on Machine Learning and Web-based software for clinical research/trials
 
Participants
 
* Tina Kapur (MIT) - organizer; planning Nvidia webinars.  Proposal to use Monday as a schedule for the deep learning workshop before workshop begins.
 
*Steve Pieper (Isomics/BWH) - NVidia update; met with Abdul at NVidia (Medical applications of deep learning). Positive meeting and Slicer might be a reference platform.  NVIdia will host a Monday Afternoon session at Project Week and hold outside webinars for basic deep learning information. Considering two or three days of a few hours each for webinar.  Discussion of a prize board awarded for demonstrations that Nvidia could use.
 
*Patmal (Univ. of Pennsylvania Biomedical Group)  Showcase some of their capability:  cancer & phenomics toolkit;  facilitate integration from their toolkit to/from Slicer; They have a few applications that might be interesting to others during project week - (1) fibre tracking in brain, (2) lung tumor segmentation, (3) density estimation
 
*Beatriz, Alexis, and JC (Kitware) - Slicer support and 3 other projects (1) customized childrern's medical, (1) Alex submitted volumetric meshing project in Slicer idea to the NA-MIC email list;  have a discussion on Meshing; the goal is for Finite Element analsis and light imaging (2), better MATLAB integration (use Python-like interface).  (3) Beatrix - shape analysis algorithms to be added to Slicer based on recently-funded grant.
 
*JC (Kitware) - integration of iPython and Slicer;  Tina Suggested also Deep Infer framework to integrate with Slicer
 
*Louise Oram (Stockholm) - Specialization of Slicer for Liver surgery, possibly using SliceLet approach or other way to tailor the Slicer UI. Currently customizations need to be in the Extension catalog. Also interested in Liver vessel segmentation project and other Liver segmentation tasks.  This might complement with MeVIS lab capability focused on liver.  Separate modules for liver surgery that might be integrated together later.
 
*Frank Pricework (BWH) - General GPU programming; experiment with rehosting algorithms has has previously developed to GPU.
 
*Paolo, Italy - (Summer Project Week Host)
 
*Naboo (Old Dominion) - two possible projects, not certain yet - (1) smaller training datasets for medical images, (2) braining atlas segmentation integration with Slicer.
 
*Curt Lisle (KnowledgeVis) - (1) web-based transition of subset of Slicer capability, (2) Iowa Meshing Module move from 3.6 to 4.7 (with Alex from Kitware); (3)  possible integration of web-based volume rendering;
 
*Patmal (Univ. of Pennsylvania Biomedical Group)  Showcase some of their capability:  cancer & phenomics toolkit;  facilitate integration from their toolkit to/from Slicer; They have a few applications that might be interesting to others during project week - (1) fibre tracking in brain, (2) lung tumor segmentation, (3) density estimation
 
*Eric Seigler - OHIS Cornerstone Lesion Tracker author; Integrating interactive segmentation into the web-based framework
 
 
 
Discussions
 
*Training deep learning networks with smaller datasets.
 
*Integrating of projects with Slicer & architecture will be a discussion topic during the week.
 
*Everybody, be sure to register on the Wiki for the workshop; come up with a title and short description of the project(s) you will work on.
 
*OK to send info to the NA-MIC email list
 
 
 
===Tcon #2: November 22 ===
 
*10am Boston time
 
*Topics: continue Deep Learning, Web-based software
 
*Participants (interests)
 
# Tina Kapur, BWH (needle detection)
 
# Steve Pieper, Isomics (web-based software, GPU computing)
 
#Mahbub, Old Dominion University (creating architectures for deep learning networks in matlab, bridge to Slicer, MICCAI challenge code into Slicer, make learning faster and with less training)
 
#Siddiqi, Old Dominion
 
#Nicole Aucoin, BWH
 
#Abdul, NVIDIA Business Development (potential deep learning tutorials by web conference before the event, then at the event)
 
#Able Brown, NVIDIA
 
#JC, Kitware
 
#Krisztina Fischer, BWH
 
#Andrew Beard, MGH (deep learning, parameter estimation from MRI)
 
#Gordon Harris, MGH
 
#Laurent Chauvin, ETS Montreal (CNN, GPUs)
 
#John Toeber, Bremen U
 
#Lauren O'Donnell, BWH
 
#Fan Zhang, BWH
 
#Isaiah Norton, BWH
 
#Wu Ye, BWH
 
#Erik Siegler, MGH (Slicer / ePad connection with LesionTracker;  more web-based technologies; discussion of ePad custom widget that will send out connections to remote jobs., PET/CT Lymphoma workshop as extension to lesion tracker.)
 
#Pete Anderson (Open source tracker)
 
#Guillaume Pernelle, Imperial College (CNNs, LSTMs, Deep Learning, GPUs)
 
#Mike Halle, BWH (slicer cross-platform architecture to work for hardware-specific;  proxy running cloud that can support interface, Atlas browser is an active project for web-based interface.  Slicer success is primarily application-level tools.  The community could benefit with architectural study.)
 
#Louise, Oslo, Norway (high-speed pipelining of image processing for liver resections. )
 
#Paolo, Catanzaro, Italy (Multiple GPU system architecture)
 
#Salvatore, Catanzaro, Italy
 
#Daniel Rubin, Stanford
 
#Curt Lisle, Knowledgevis (has image web-based workflow systems;  Deeply interested in web transition of imaging technologies.  Also interested (but not experienced) in deep learning application;  particularly feature recognition;  small animal imaging applications)
 
#Charles Guttman, BWH (has MS data,  wants to use Docker-based repository. (Boutique looks like a good repository)
 
 
 
===Tcon #1: November 15 ===
 
*10am Boston time
 
*Emergent interest in the application of Deep Learning techniques to medical image analysis.
 
 
 
Participants and interests
 
*#Tina Kapur, BWH -- needle detection
 
*#Steve Pieper, Isomics - GPUs
 
*#Andras Lasso, Queens - Slicer expert
 
*#Frankie Preiswerk, BWH -- hybrid ultrasound and MRI, interested in NVIDIA workshop
 
*#JC, Kitware -- Slicer expert
 
*#Mike Halle, BWH -- image feature search using deep learning (w/ Sandy Wells)
 
*#Peter Neher, DKFZ (filling in for Marco Nolden) -- experience with deep learning with face recognition
 
*#Nicole Aucoin, BWH  -- Slicer expert
 
*#Alireza Mehrtash, UBC, BWH -- deep learning for prostate interventions, extension server for deep learning for Slicer
 
*#Daniel Rubin  deep learning
 
*#Krisztina Fischer -- teaching
 
 
 
==Agenda==
 
 
 
{|border="1"
 
|-style="background:#b0d5e6;color:#02186f"
 
!style="width:10%" |Time
 
!style="width:18%" |Monday, January 9
 
!style="width:18%" |Tuesday,  January 10
 
!style="width:18%" |Wednesday, January 11
 
!style="width:18%" |Thursday, January 12
 
!style="width:18%" |Friday, January 13
 
|-
 
|
 
|bgcolor="#dbdbdb"|'''Project Presentations'''
 
|bgcolor="#6494ec"| '''Work on Projects'''
 
|bgcolor="#6494ec"| '''Work on Projects'''
 
|bgcolor="#6494ec"| '''Work on Projects'''
 
|bgcolor="#faedb6"| '''Reporting Day'''
 
|-
 
|bgcolor="#ffffdd"|'''8:30am'''
 
|rowspan="2"|
 
|bgcolor="#ffffaa"|Breakfast
 
|bgcolor="#ffffaa"|Breakfast
 
|bgcolor="#ffffaa"|Breakfast
 
|bgcolor="#ffffaa"|Breakfast
 
|-
 
|bgcolor="#ffffdd"|'''9:00am-10:30am'''
 
|bgcolor="#88aaae"|Clinical Topics
 
|bgcolor="#88aaae"|Clinical Topics
 
|bgcolor="#88aaae"|Clinical Topics
 
|bgcolor="#88aaae"|Clinical Topics
 
|-
 
|bgcolor="#ffffdd"|'''10:30am-12pm:'''
 
|'''Talk (Sebastian Ourselin, PhD, UCL)'''
 
|
 
|
 
|
 
|Project Reporting
 
|-
 
|bgcolor="#ffffdd"|'''12:00pm-1:00pm'''
 
|bgcolor="#ffffaa"|Lunch
 
|bgcolor="#ffffaa"|Lunch
 
|bgcolor="#ffffaa"|Lunch
 
|bgcolor="#ffffaa"|Lunch
 
|bgcolor="#ffffaa"|Lunch boxes; Adjourn by 1:30pm
 
|-
 
|bgcolor="#ffffdd"|'''1:00-5:30pm'''
 
|'''1:00pm-2:30pm:''' Project Presentations
 
|
 
|
 
|
 
|'''1:30-2:30pm:''' [[AMIGO_TourPW2017Winter|AMIGO Tour]]
 
|-
 
|bgcolor="#ffffdd"|'''5:30pm'''
 
|bgcolor="#f0e68b"|Adjourn for the day
 
|bgcolor="#f0e68b"|Adjourn for the day
 
|bgcolor="#f0e68b"|Adjourn for the day
 
|bgcolor="#f0e68b"|Adjourn for the day <br>  [[2017_Winter_Project_Week/Dinner|Dinner on Thursday Night]] (Optional)
 
|
 
|}
 
  
 
==Calendar==
 
==Calendar==
Line 200: Line 54:
 
*Use this [[2017_Project_Week_Template | Updated Template for project pages]]
 
*Use this [[2017_Project_Week_Template | Updated Template for project pages]]
  
== Learning and GPUs ==
+
== Deep Learning and GPUs ==
 +
#[[2017 Winter Project Week/Deep Learning for Medical Image Computation| Deep Learning for Medical Image Computing]] (Tina Kapur)
 +
#[[2017 Winter Project Week/Needle Segmentation from MRI | Needle Segmentation from MRI]] (Paolo Zaffino, Ziyang Wang, Guillaume Pernelle, Tina Kapur)
 +
#[[2017 Winter Project Week/DeepInfer| DeepInfer: Open-source Deep Learning Deployment Toolkit]] (Alireza Mehrtash, Mehran Pesteie, Yang (Silvia) Yixin, Tina Kapur, Sandy Wells, Purang Abolmaesumi, Andriy Fedorov)
 +
#[[2017 Winter Project Week/Diffusely abnormal white matter segmentation with 3d U-net| Diffusely abnormal white matter segmentation with 3d U-net]] (Mohsen Ghafoorrian, Bram Platel, Sandy Wells, Tina Kapur, Charles Guttmann)
 +
# [[2017 Winter Project Week/OCM-MRI | Deep Learning for Synthetic MRI]] (Frank Preiswerk, Yaofei "Ada" Wang)
 +
#[[2017 Winter Project Week/An open-source tool to classify TMJ OA condyles | An open-source tool to classify TMJ OA condyles]] (Priscille de Dumast, Juan Carlos Prieto, Beatriz Paniagua)
 +
#[[2017 Winter Project Week/Evaluate Deep Learning for binary cancer legion classification | Evaluate Deep Learning for binary cancer lesion classification]] (Curt Lisle)
 +
#[[2017 Winter Project Week/Population Based Image Imputation  | Population Based Image Imputation]] (Adrian Dalca, Katie Bouman, Mert Sabuncu, Polina Golland)
 +
#[[2017 Winter Project Week/Knee Cartilage Segmentation | Knee Cartilage Segmentation]] (Hans Meine)
  
 
== Web Technologies ==
 
== Web Technologies ==
 +
#[[2017_Winter_Project_Week/WebTechnologyAndSlicer| Web Technology and Slicer]]  (Steve Pieper, Erik Zeigler, Curt Lisle, Satra Ghosh, Hans Meine)
 +
#[[2017 Winter Project Week/Slicer Qt5 and Python3 | Slicer Qt5 and Python3]]  (Steve Pieper, Jean-Christophe Fillion-Robin, Andras Lasso, Andrey Fedorov)
 +
#[[2017 Winter Project Week/IPFS_NoSQL_Combination | IPFS and NoSQL for cloud databases]] (Hans Meine, Steve Pieper, Satra Ghosh)
 +
#[[Explore integration of Web-based imaging workflows with Slicer | Explore integration of Web-based imaging workflows with Slicer ]] (Curt Lisle, Satra Gosh, Steve Peiper)
 +
#[[2017 Winter Project Week/Web-based system to federate biological, clinical and morphological data | Web-based system to federate biological, clinical and morphological data]] (Juan Carlos Prieto, Clément Mirabel)
 +
#[[2017_Winter_Project_Week/OAuth2SlicerPathology | OAuth2.0 authentication in SlicerPathology]]  (Erich Bremer, Steve Pieper)
 +
#[[2017 Winter Project Week/Electron App to add, navigate and visualize DICOM images | Electron App to add, navigate and visualize DICOM images]] (Smruti Padhy, Satrajit Ghosh, Mathias Goncalves)
 +
#[[2017 Winter Project Week/AMI: A 3D Medical Imaging Javascript Library | AMI: A 3D Medical Imaging Javascript Library]] (Rudolph Pienaar, Jorge Luis Bernal Rusiel, Nicolas Rannou, Teodora Szasz)
  
== Visualization ==
+
== IGT: Navigation, Robotics, Surgical Planning ==
* [[2017 Winter Project Week/Slicer_HoloLens | Slicer & HoloLens]]  (Adam Rankin)
+
#[[2017 Winter Project Week/Tracked Ultrasound Standardization | Tracked Ultrasound Standardization III: The Refining]]  (Andras Lasso, Simon Drouin, Junichi Tokuda, Longquan Chen, Adam Rankin, Janne Beate Bakeng)
 +
#[[2017 Winter Project Week/ROS Surface Scan | ROS Surface Scan]]  (Tobias Frank, Junichi Tokuda, Longquan Chen)
 +
#[[2017 Winter Project Week/Open_Source_Electromagnetic_Trackers | Open Source Electromagnetic Trackers]]  (Peter Traneus Anderson)
 +
#[[2017 Winter Project Week/LiverResectionPlanning | Liver resection planning extension]] (Louise Oram, Andrey Fedorov, Christian Herz, Andras Lasso)
 +
#[[2017 Winter Project Week/3DSurgicalPlanningBreastReconstruction| 3D surgical planning solution for autologous breast reconstruction]] (Michael Chae, Andras Lasso, David Garcia, Julian Smith, Warren Rozen, David Hunter-Smith)
 +
#[[2017 Winter Project Week/Intraoperative_Functional_Visualization | Visualization Concept for Intraoperative Use of Functional Mapping Data ]] (Anna Roethe, Rebekka Lauer, Prashin Unadkat, Sarah Frisken)
 +
#[[2017 Winter Project Week/Integrative_Intraoperative_Interface | Integrative Interface for Intraoperative Software Applications ]] (Anna Roethe, Rebekka Lauer, Prashin Unadkat, Sarah Frisken)
  
== IGT ==
+
==dMRI==
* [[2017 Winter Project Week/Tracked Ultrasound Standardization | Tracked Ultrasound Standardization III: The Refining]]  (Andras Lasso, Simon Drouin, Junichi Tokuda, Longquan Chen, Adam Rankin, Janne Beate Bakeng)
+
#[[2017 Winter Project Week/WhiteMatterAnalysis | Fiber endpoint analysis for neurosurgical planning]]  (Fan Zhang, Shun Gong, Isaiah Norton, Ye Wu, Lauren J. O'Donnell)
* [[2017 Winter Project Week/WhiteMatterAnalysis | WhiteMatterAnalysis New Module and Documentation]]  (Fan Zhang, Isaiah Norton, Ye Wu, Lauren J. O'Donnell)
+
#[[2017 Winter Project Week/LORDWI | Density-based DMRI registration ]] (Henrik Groenholt Jensen, Lauren J. O'Donnell, Tina Kapur, Fan Zhang, Carl-Fredrik Westin)
* [[2017 Winter Project Week/ROS Surface Scan | ROS Surface Scan]] (Tobias Frank, Junichi Tokuda, Longquan Chen)
+
#[[2017 Winter Project Week/SlicerDMRIDocumentationAndTesting | SlicerDMRI Testing and Documentation]]  (Shun Gong, Ye Wu, Isaiah Norton, Fan Zhang, Lauren J. O'Donnell)
 +
#[[2017 Winter Project Week/DiPy_in_Slicer | WMA & DiPy integration in Slicer]] (Isaiah Norton, Lauren J. O'Donnell)
 +
#[[2017 Winter Project Week/DWI_Similarity_Metrics | Identification of information-rich patches in Diffusion-Weighted Images]] (Laurent Chauvin, Fan Zhang, Lauren J. O'Donnell, Matthew Toews)
  
== Craniofacial ==  
+
==Quantitative Imaging Informatics==
 +
#[[2017 Winter Project Week/dcmqi | dcmqi library]] (Andrey Fedorov, Christian Herz, JC, Steve Pieper)
 +
#[[2017 Winter Project Week/QuantitativeReporting | DICOM QuantitativeReporting]] (Christian Herz, Andrey Fedorov, Andras Lasso, Csaba Pinter)
 +
#[[2017 Winter Project Week/PyRadiomics | PyRadiomics library ]] (Joost van Griethuysen, Hugo Aerts, Andrey Fedorov, Steve Pieper, Jean-Christophe Fillion-Robin)
 +
#[[2017 Winter Project Week/PkModeling | PkModeling - DCE Modeling Accuracy and UI/UX Update]] (Andrew Beers)
 +
#[[2017 Winter Project Week/SegWithSubtractionAndModel| Manual Segmentation Module w/ Subtraction Maps + Delaunay Models]] (Andrew Beers)
  
 +
== Shape Analysis, Segmentation ==
 +
#[[2017 Winter Project Week/SlicerShape | Slicer for Shape Analysis ]] (Beatriz Paniagua, Johan Andruejol, JC Fillon-Robin, James Fishbaugh, Priscille de Dumast)
 +
#[[2017 Winter Project Week/MandibularRegression | Mandibular and maxillary Shape Regression ]] (Beatriz Paniagua, Clement Mirabel, Priscille de Dumast, James Fishbaugh, Lucia Cevidanes, Daniella Garib)
 +
#[[2017 Winter Project Week/Slicer_VR | Slicer + VR = <3]]  (Adam Rankin, Andras Lasso, Ryan D'Souza (NDI), Matthew Jolley (Children's Hospital of Philadelphia), Kitware+Slicer dev (JC,JFinet,etc...)
 +
#[[2017 Winter Project Week/HyperspectralOpht | Slicer for Hyperspectral Ophthalmology Analysis ]] (Sungmin Hong)
 +
#[[2017 Winter Project Week/GeodesicSegmentationandLungtumorAnalysis| Geodesic Segmentation and Lung tumor Analysis]] (Patmaa S,)
 +
#[[2017 Winter Project Week/ProstateSectorSegmentation | Prostate Gland Sector Segmentation]] (Anneke Meyer, Andrey Fedorov, Alireza Mehrtash, Christian Hansen, Teodora Szasz)
 +
#[[2017 Winter Project Week/Multi-ModalitySegmentationOfUSandMRImagesForGliomaSurgery | Multi-Modality Segmentation of US- and MR-Images for Glioma Surgery]] (Jennifer Nitsch, Hans Meine)
 +
#[[2017 Winter Project Week/MeningiomaSegmentation | Segmentation of meningiomas in structural MR images]] (Jakub Kaczmarzyk, Satrajit Ghosh, Omar Arnaout)
 +
#[[2017 Winter Project Week/CoronarySegmentationTool| Automatic and Manual Segmentation Tool of Coronary Artery from CTA imaging]] (Haoyin Zhou, Jayender Jagadeesan)
  
 
== Infrastructure ==
 
== Infrastructure ==
* [[2017 Winter Project Week/Slicer Qt5 and Python3 | Slicer Qt5 and Python3]] (Steve Pieper, Jean-Christophe Fillion-Robin, Andras Lasso, Andrey Fedorov)
+
#[[2017 Winter Project Week/SubjectHierarchyRefactoring | Subject hierarchy single-node refactoring]] (Csaba Pinter)
* [[2017 Winter Project Week/SlicerDMRIDocumentationAndTesting | SlicerDMRI Testing and Documentation]] (Isaiah Norton, Fan Zhang, Shun Gong, Ye Wu, Lauren J. O'Donnell)
+
#[[2017 Winter Project Week/ImprovementsToSegmentEditor | Improvements to Segment Editor]] (Csaba Pinter, Andras Lasso)
 +
#[[2017 Winter Project Week/Plastimatch19 | Plastimatch multi-planar and multi-metric registration ]] (Greg Sharp)
 +
#[[2017 Winter Project Week/UpdatingCommunityForums | Updating Slicer Community Infrastructure (Discourse, GitHub, Gitter, ???)]] (Andrey Fedorov, Andras Lasso, Steve Pieper, Mike Halle, Isaiah Norton, and The Community)
 +
#[[2017 Winter Project Week/SlicerGeometryModifier | Slicer support for interactive modification of 3D models ]] (Johan Andruejol, Beatriz Paniagua, Andras Lasso)
 +
#[[2017 Winter Project Week/Support_for_volumetric_meshes | Support for volumetric meshes ]] (Alexis Girault, Curtis Lisle, Steve Pieper)
 +
#[[2017 Winter Project Week/Improve_Matlab_integration | Improve Matlab integration ]] (Alexis Girault)
 +
#[[2017 Winter Project Week/Organizations | Slicer* Community Topics, Projects, Flavors: The SLICERVERSE ]] (Beatriz Paniagua, Lauren O'Donnell, Isaiah Norton, Gregory Sharp, Louise Oram)
  
== DICOM ==
+
==Training and Dissemination==
 +
#[[2017 Winter Project Week/2017TutorialContest| Tutorial contest]] (Sonia Pujol)
 +
#[[2017 Winter Project Week/2017 NVIDIA Demo Contest|NVIDIA Demo Contest]] (Abdul Halabi, Abel Brown)
 +
#[[2017 Winter Project Week/2017 Winter Project Week Surgery|Project Week Survey]] (Krisztina Fischer, Tina Kapur)
 +
#[[2017 Winter Project Week/Next project week| Next project week: PW#25]] (Paolo Zaffino, Maria Francesca Spadea, Tina Kapur)
  
 
= '''Registrants''' =
 
= '''Registrants''' =
  
 
Do not add your name to this list - it is maintained by the organizers based on your paid registration.  To register, visit this [https://www.regonline.com/2017projectweek registration site].
 
Do not add your name to this list - it is maintained by the organizers based on your paid registration.  To register, visit this [https://www.regonline.com/2017projectweek registration site].
 +
 +
# Aman Shboul, Zaina :: Old Dominion University
 +
# Aerts, Hugo :: Dana-Farber Cancer Institute
 +
# Alam, Mahbubul :: Old Dominion University
 +
# Anderson, Peter :: Retired
 +
# Andruejol, Johan  :: Kitware, Inc.
 +
# Bakeng, Janne Beate  :: SINTEF
 +
# Beers, Andrew :: Massachusetts General Hospital
 +
# Bernal Rusiel, Jorge Luis :: Boston Children's Hospital
 +
# Bremer, Erich :: Stony Brook University
 +
# Burke, Brice :: American University of Antigua College of Medicine
 +
# Cetin Karayumak, Suheyla :: Brigham and Women's Hospital
 +
# Chae, Michael :: Monash University
 +
# Chauvin, Laurent :: ETS
 +
# Chen, Longquan :: Surgical Planning Lab
 +
# Dalca, Adrian :: Massachusetts Institute of Technology
 +
# DiPrima, Tammy :: Stony Brook University
 +
# Drouin, Simon :: Montreal Neurological Institute
 +
# Fan, Zhipeng :: Brigham and Women's Hospital
 +
# Fedorov, Andriy :: Brigham and Women's Hospital
 +
# Fillion-Robin, Jean-Christophe :: Kitware, Inc.
 +
# Fishbaugh, James :: New York University
 +
# Frank, Tobias :: Leibniz Universität, Hannover
 +
# Frisken, Sarah :: Brigham and Women's Hospital
 +
# García Mato, David :: Queen´s University / Universidad Carlos III de Madrid
 +
# Ghafoorian, Mohsen :: Brigham and Women's Hospital
 +
# Ghosh, Satrajit :: Massachusetts Institute of Technology
 +
# Girault, Alexis :: Kitware, Inc.
 +
# Golland, Polina :: Massachusetts Institute of Technology
 +
# Gollub, Randy :: Massachusetts General Hospital
 +
# Goncalves, Mathias :: Massachusetts Institute of Technology
 +
# Gong, Shun :: Brigham and Women's Hospital
 +
# Guerrier de Dumast, Priscille :: University of Michigan
 +
# Halle, Michael :: Brigham and Women's Hospital
 +
# Harris, Gordon :: Massachusetts General Hospital
 +
# Helba, Brian :: Kitware, Inc.
 +
# Herz, Christian :: Brigham and Women's Hospital
 +
# Hong, Sungmin :: New York University
 +
# Hosny, Ahmed :: Dana-Farber Cancer Institute
 +
# Jagadeesan, Jayender :: Brigham and Women's Hospital
 +
# Jarecka, Dorota :: Massachusetts Institute of Technology
 +
# Jensen, Henrik G. :: University of Copenhagen
 +
# Kaczmarzyk, Jakub :: Massachusetts Institute of Technology
 +
# Kapur, Tina :: Brigham and Women's Hospital
 +
# Kennedy, David :: UMass Medical School
 +
# Kikinis, Ron :: Brigham and Women's Hospital
 +
# Lasso, Andras :: PerkLab, Queen's University
 +
# Lauer, Rebekka :: Humboldt University Berlin
 +
# Lisle, Curtis :: KnowledgeVis, LLC
 +
# Mastrogiacomo, Katie :: Brigham and Women's Hospital
 +
# Mateus, Diana :: Technical University of Munich
 +
# Mehrtash, Alireza :: Brigham and Women's Hospital
 +
# Meine, Hans :: University of Bremen
 +
# Meyer, Anneke :: University of Magdeburg
 +
# Miller, James :: GE Research
 +
# Mirabel, Clement :: University of Michigan
 +
# Mousavi, Parvin :: Brigham and Women's Hospital
 +
# Nitsch, Jennifer :: University of Bremen
 +
# Norton, Isaiah :: Brigham and Women's Hospital
 +
# O'Donnell, Lauren :: Brigham and Women's Hospital
 +
# Onieva, Jorge :: Brigham and Women's Hospital
 +
# Oram, Louise :: The Intervention Centre-Oslo University Hospital
 +
# Padhy, Smruti :: Massachusetts Institute of Technology
 +
# Paniagua, Beatriz :: Kitware, Inc.
 +
# Parmar, Chintan :: Dana-Farber Cancer Institute
 +
# Peled, Sharon :: Brigham and Women's Hospital
 +
# Pienaar, Rudolph :: Boston Children's Hospital
 +
# Pieper, Steve :: Isomics, Inc.
 +
# Pinter, Csaba :: Queen's University
 +
# Preiswerk, Frank :: Brigham and Women's Hospital
 +
# Prieto, Juan :: NIRAL
 +
# Pujol, Sonia :: Brigham and Women's Hospital
 +
# Rankin, Adam :: Robarts Research Institute
 +
# Rheault, Francois :: Université de Sherbrooke
 +
# Roethe, Anna :: Humboldt University / Charité University Hospital, Berlin
 +
# Ross, James :: Brigham and Women's Hospital
 +
# Szczepankiewicz, Filip :: Lund University
 +
# Sharp, Gregory :: Massachusetts General Hospital
 +
# Sridharan, Patmaa :: University of Pennsylvania-CBICA
 +
# Szasz, Teodora :: University of Chicago
 +
# Tokuda, Junichi :: Brigham and Women's Hospital
 +
# Unadkat, Prashin :: Brigham and Women's Hospital
 +
# Van Griethuysen , Joost :: Netherlands Cancer Institute
 +
# Vidyaratne, Lasitha :: Old Dominion University
 +
# Wang, Yaofei :: Brigham and Women's Hospital
 +
# Wang, Ziyang :: Brigham and Women's Hospital
 +
# Wei, Dawei ::  Brigham and Women's Hospital
 +
# Westin, Carl-Fredrik :: Brigham and Women's Hospital
 +
# Woo, Jonghye :: Massachusetts General Hospital
 +
# Xu, Wanxin :: Brigham and Women's Hospital
 +
# Yang, Yixin :: Brigham and Women's Hospital
 +
# Ye, Wu :: Brigham and Women's Hospital
 +
# Zaffino, Paolo :: Magna Graecia University of Catanzaro, Italy
 +
# Zeleznik, Roman :: Dana-Farber Cancer Institute
 +
# Zhang, Fan :: Brigham and Women's Hospital
 +
# Zhang, Hongtao :: Hebei General Hospital
 +
# Zhang, Miaomiao :: Massachusetts Institute of Technology
 +
# Zhang, Yuqian :: Brigham and Women's Hospital
 +
# Zhou, Haoyin :: Brigham and Women's Hospital
 +
# Ziegler, Erik :: Open Health Imaging Foundation/Massachusetts General Hospital

Latest revision as of 19:11, 9 October 2018

Home < 2017 Winter Project Week

Back to Events

PW-Winter2017.png

Welcome to the web page for the 24th Project Week!

Summary

The 24th NA-MIC Project Week open source hackathon was held during the week of January 9-13, 2017 at MIT. It recorded 99 registered attendees, who worked on 55 projects.

A summary of all past Project Events.

Logistics

  • Dates: January 9-13, 2017.
  • Location: MIT CSAIL, Cambridge, MA. (Rooms: Kiva, R&D)
  • Transportation: Public transportation is highly encouraged, as no parking permits will be issued by MIT. For a list of local garages, please see here
  • REGISTRATION: Register here. Registration Fee: $330.
  • Hotel: Similar to previous years, no rooms have been blocked in a particular hotel.
  • Next Project Week: June 26-30, 2017, Catanzaro, Italy

Introduction

The National Alliance for Medical Image Computing (NAMIC), was founded in 2005 and chartered with building a computational infrastructure to support biomedical research as part of the NIH funded NCBC program. The work of this alliance has resulted in important progress in algorithmic research, an open source medical image computing platform 3D Slicer, enhancements to the underlying building blocks VTK, ITK, CMake, and CDash, and the creation of a community of algorithm researchers, biomedical scientists and software engineers who are committed to open science. This community meets twice a year in an open source hackathon event called Project Week.

Project Week is a semi-annual open source hackathon which draws 60-120 researchers. As of August 2014, it is a MICCAI endorsed event. The participants work collaboratively on open-science solutions for problems that lie on the interfaces of the fields of computer science, mechanical engineering, biomedical engineering, and medicine. In contrast to conventional conferences and workshops the primary focus of the Project Weeks is to make progress in projects (as opposed to reporting about progress). The objective of the Project Weeks is to provide a venue for this community of medical open source software creators. Project Weeks are open to all, are publicly advertised, and are funded through fees paid by the attendees. Participants are encouraged to stay for the entire event.

Project Week activities: Everyone shows up with a project. Some people are working on the platform. Some people are developing algorithms. Some people are applying the tools to their research problems. We begin the week by introducing projects and connecting teams. We end the week by reporting progress. In addition to the ongoing working sessions, breakout sessions are organized ad-hoc on a variety of special topics. These topics include: discussions of software architecture, presentations of new features and approaches and topics such as Image-Guided Therapy.

Several funded projects use the Project Week as a place to convene and collaborate. These include NAC, NCIGT, QIICR, and OCAIRO.


Please make sure that you are on the NA-MIC Project Week mailing list

Conference Calls for Preparation

Conference call phone number and notes are available here.

Calendar

The events are listed in the calendar below. Note that due to a current known limitation of our infrastructure, you will need to manually navigate to the week of January 8, 2017 to see the relevant events.


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iCal (.ics) link: https://calendar.google.com/calendar/ical/kitware.com_sb07i171olac9aavh46ir495c4%40group.calendar.google.com/public/basic.ics

Projects

Deep Learning and GPUs

  1. Deep Learning for Medical Image Computing (Tina Kapur)
  2. Needle Segmentation from MRI (Paolo Zaffino, Ziyang Wang, Guillaume Pernelle, Tina Kapur)
  3. DeepInfer: Open-source Deep Learning Deployment Toolkit (Alireza Mehrtash, Mehran Pesteie, Yang (Silvia) Yixin, Tina Kapur, Sandy Wells, Purang Abolmaesumi, Andriy Fedorov)
  4. Diffusely abnormal white matter segmentation with 3d U-net (Mohsen Ghafoorrian, Bram Platel, Sandy Wells, Tina Kapur, Charles Guttmann)
  5. Deep Learning for Synthetic MRI (Frank Preiswerk, Yaofei "Ada" Wang)
  6. An open-source tool to classify TMJ OA condyles (Priscille de Dumast, Juan Carlos Prieto, Beatriz Paniagua)
  7. Evaluate Deep Learning for binary cancer lesion classification (Curt Lisle)
  8. Population Based Image Imputation (Adrian Dalca, Katie Bouman, Mert Sabuncu, Polina Golland)
  9. Knee Cartilage Segmentation (Hans Meine)

Web Technologies

  1. Web Technology and Slicer (Steve Pieper, Erik Zeigler, Curt Lisle, Satra Ghosh, Hans Meine)
  2. Slicer Qt5 and Python3 (Steve Pieper, Jean-Christophe Fillion-Robin, Andras Lasso, Andrey Fedorov)
  3. IPFS and NoSQL for cloud databases (Hans Meine, Steve Pieper, Satra Ghosh)
  4. Explore integration of Web-based imaging workflows with Slicer (Curt Lisle, Satra Gosh, Steve Peiper)
  5. Web-based system to federate biological, clinical and morphological data (Juan Carlos Prieto, Clément Mirabel)
  6. OAuth2.0 authentication in SlicerPathology (Erich Bremer, Steve Pieper)
  7. Electron App to add, navigate and visualize DICOM images (Smruti Padhy, Satrajit Ghosh, Mathias Goncalves)
  8. AMI: A 3D Medical Imaging Javascript Library (Rudolph Pienaar, Jorge Luis Bernal Rusiel, Nicolas Rannou, Teodora Szasz)

IGT: Navigation, Robotics, Surgical Planning

  1. Tracked Ultrasound Standardization III: The Refining (Andras Lasso, Simon Drouin, Junichi Tokuda, Longquan Chen, Adam Rankin, Janne Beate Bakeng)
  2. ROS Surface Scan (Tobias Frank, Junichi Tokuda, Longquan Chen)
  3. Open Source Electromagnetic Trackers (Peter Traneus Anderson)
  4. Liver resection planning extension (Louise Oram, Andrey Fedorov, Christian Herz, Andras Lasso)
  5. 3D surgical planning solution for autologous breast reconstruction (Michael Chae, Andras Lasso, David Garcia, Julian Smith, Warren Rozen, David Hunter-Smith)
  6. Visualization Concept for Intraoperative Use of Functional Mapping Data (Anna Roethe, Rebekka Lauer, Prashin Unadkat, Sarah Frisken)
  7. Integrative Interface for Intraoperative Software Applications (Anna Roethe, Rebekka Lauer, Prashin Unadkat, Sarah Frisken)

dMRI

  1. Fiber endpoint analysis for neurosurgical planning (Fan Zhang, Shun Gong, Isaiah Norton, Ye Wu, Lauren J. O'Donnell)
  2. Density-based DMRI registration (Henrik Groenholt Jensen, Lauren J. O'Donnell, Tina Kapur, Fan Zhang, Carl-Fredrik Westin)
  3. SlicerDMRI Testing and Documentation (Shun Gong, Ye Wu, Isaiah Norton, Fan Zhang, Lauren J. O'Donnell)
  4. WMA & DiPy integration in Slicer (Isaiah Norton, Lauren J. O'Donnell)
  5. Identification of information-rich patches in Diffusion-Weighted Images (Laurent Chauvin, Fan Zhang, Lauren J. O'Donnell, Matthew Toews)

Quantitative Imaging Informatics

  1. dcmqi library (Andrey Fedorov, Christian Herz, JC, Steve Pieper)
  2. DICOM QuantitativeReporting (Christian Herz, Andrey Fedorov, Andras Lasso, Csaba Pinter)
  3. PyRadiomics library (Joost van Griethuysen, Hugo Aerts, Andrey Fedorov, Steve Pieper, Jean-Christophe Fillion-Robin)
  4. PkModeling - DCE Modeling Accuracy and UI/UX Update (Andrew Beers)
  5. Manual Segmentation Module w/ Subtraction Maps + Delaunay Models (Andrew Beers)

Shape Analysis, Segmentation

  1. Slicer for Shape Analysis (Beatriz Paniagua, Johan Andruejol, JC Fillon-Robin, James Fishbaugh, Priscille de Dumast)
  2. Mandibular and maxillary Shape Regression (Beatriz Paniagua, Clement Mirabel, Priscille de Dumast, James Fishbaugh, Lucia Cevidanes, Daniella Garib)
  3. Slicer + VR = <3 (Adam Rankin, Andras Lasso, Ryan D'Souza (NDI), Matthew Jolley (Children's Hospital of Philadelphia), Kitware+Slicer dev (JC,JFinet,etc...)
  4. Slicer for Hyperspectral Ophthalmology Analysis (Sungmin Hong)
  5. Geodesic Segmentation and Lung tumor Analysis (Patmaa S,)
  6. Prostate Gland Sector Segmentation (Anneke Meyer, Andrey Fedorov, Alireza Mehrtash, Christian Hansen, Teodora Szasz)
  7. Multi-Modality Segmentation of US- and MR-Images for Glioma Surgery (Jennifer Nitsch, Hans Meine)
  8. Segmentation of meningiomas in structural MR images (Jakub Kaczmarzyk, Satrajit Ghosh, Omar Arnaout)
  9. Automatic and Manual Segmentation Tool of Coronary Artery from CTA imaging (Haoyin Zhou, Jayender Jagadeesan)

Infrastructure

  1. Subject hierarchy single-node refactoring (Csaba Pinter)
  2. Improvements to Segment Editor (Csaba Pinter, Andras Lasso)
  3. Plastimatch multi-planar and multi-metric registration (Greg Sharp)
  4. Updating Slicer Community Infrastructure (Discourse, GitHub, Gitter, ???) (Andrey Fedorov, Andras Lasso, Steve Pieper, Mike Halle, Isaiah Norton, and The Community)
  5. Slicer support for interactive modification of 3D models (Johan Andruejol, Beatriz Paniagua, Andras Lasso)
  6. Support for volumetric meshes (Alexis Girault, Curtis Lisle, Steve Pieper)
  7. Improve Matlab integration (Alexis Girault)
  8. Slicer* Community Topics, Projects, Flavors: The SLICERVERSE (Beatriz Paniagua, Lauren O'Donnell, Isaiah Norton, Gregory Sharp, Louise Oram)

Training and Dissemination

  1. Tutorial contest (Sonia Pujol)
  2. NVIDIA Demo Contest (Abdul Halabi, Abel Brown)
  3. Project Week Survey (Krisztina Fischer, Tina Kapur)
  4. Next project week: PW#25 (Paolo Zaffino, Maria Francesca Spadea, Tina Kapur)

Registrants

Do not add your name to this list - it is maintained by the organizers based on your paid registration. To register, visit this registration site.

  1. Aman Shboul, Zaina :: Old Dominion University
  2. Aerts, Hugo :: Dana-Farber Cancer Institute
  3. Alam, Mahbubul :: Old Dominion University
  4. Anderson, Peter :: Retired
  5. Andruejol, Johan :: Kitware, Inc.
  6. Bakeng, Janne Beate :: SINTEF
  7. Beers, Andrew :: Massachusetts General Hospital
  8. Bernal Rusiel, Jorge Luis :: Boston Children's Hospital
  9. Bremer, Erich :: Stony Brook University
  10. Burke, Brice :: American University of Antigua College of Medicine
  11. Cetin Karayumak, Suheyla :: Brigham and Women's Hospital
  12. Chae, Michael :: Monash University
  13. Chauvin, Laurent :: ETS
  14. Chen, Longquan :: Surgical Planning Lab
  15. Dalca, Adrian :: Massachusetts Institute of Technology
  16. DiPrima, Tammy :: Stony Brook University
  17. Drouin, Simon :: Montreal Neurological Institute
  18. Fan, Zhipeng :: Brigham and Women's Hospital
  19. Fedorov, Andriy :: Brigham and Women's Hospital
  20. Fillion-Robin, Jean-Christophe :: Kitware, Inc.
  21. Fishbaugh, James :: New York University
  22. Frank, Tobias :: Leibniz Universität, Hannover
  23. Frisken, Sarah :: Brigham and Women's Hospital
  24. García Mato, David :: Queen´s University / Universidad Carlos III de Madrid
  25. Ghafoorian, Mohsen :: Brigham and Women's Hospital
  26. Ghosh, Satrajit :: Massachusetts Institute of Technology
  27. Girault, Alexis :: Kitware, Inc.
  28. Golland, Polina :: Massachusetts Institute of Technology
  29. Gollub, Randy :: Massachusetts General Hospital
  30. Goncalves, Mathias :: Massachusetts Institute of Technology
  31. Gong, Shun :: Brigham and Women's Hospital
  32. Guerrier de Dumast, Priscille :: University of Michigan
  33. Halle, Michael :: Brigham and Women's Hospital
  34. Harris, Gordon :: Massachusetts General Hospital
  35. Helba, Brian :: Kitware, Inc.
  36. Herz, Christian :: Brigham and Women's Hospital
  37. Hong, Sungmin :: New York University
  38. Hosny, Ahmed :: Dana-Farber Cancer Institute
  39. Jagadeesan, Jayender :: Brigham and Women's Hospital
  40. Jarecka, Dorota :: Massachusetts Institute of Technology
  41. Jensen, Henrik G. :: University of Copenhagen
  42. Kaczmarzyk, Jakub :: Massachusetts Institute of Technology
  43. Kapur, Tina :: Brigham and Women's Hospital
  44. Kennedy, David :: UMass Medical School
  45. Kikinis, Ron :: Brigham and Women's Hospital
  46. Lasso, Andras :: PerkLab, Queen's University
  47. Lauer, Rebekka :: Humboldt University Berlin
  48. Lisle, Curtis :: KnowledgeVis, LLC
  49. Mastrogiacomo, Katie :: Brigham and Women's Hospital
  50. Mateus, Diana :: Technical University of Munich
  51. Mehrtash, Alireza :: Brigham and Women's Hospital
  52. Meine, Hans :: University of Bremen
  53. Meyer, Anneke :: University of Magdeburg
  54. Miller, James :: GE Research
  55. Mirabel, Clement :: University of Michigan
  56. Mousavi, Parvin :: Brigham and Women's Hospital
  57. Nitsch, Jennifer :: University of Bremen
  58. Norton, Isaiah :: Brigham and Women's Hospital
  59. O'Donnell, Lauren :: Brigham and Women's Hospital
  60. Onieva, Jorge :: Brigham and Women's Hospital
  61. Oram, Louise :: The Intervention Centre-Oslo University Hospital
  62. Padhy, Smruti :: Massachusetts Institute of Technology
  63. Paniagua, Beatriz :: Kitware, Inc.
  64. Parmar, Chintan :: Dana-Farber Cancer Institute
  65. Peled, Sharon :: Brigham and Women's Hospital
  66. Pienaar, Rudolph :: Boston Children's Hospital
  67. Pieper, Steve :: Isomics, Inc.
  68. Pinter, Csaba :: Queen's University
  69. Preiswerk, Frank :: Brigham and Women's Hospital
  70. Prieto, Juan :: NIRAL
  71. Pujol, Sonia :: Brigham and Women's Hospital
  72. Rankin, Adam :: Robarts Research Institute
  73. Rheault, Francois :: Université de Sherbrooke
  74. Roethe, Anna :: Humboldt University / Charité University Hospital, Berlin
  75. Ross, James :: Brigham and Women's Hospital
  76. Szczepankiewicz, Filip :: Lund University
  77. Sharp, Gregory :: Massachusetts General Hospital
  78. Sridharan, Patmaa :: University of Pennsylvania-CBICA
  79. Szasz, Teodora :: University of Chicago
  80. Tokuda, Junichi :: Brigham and Women's Hospital
  81. Unadkat, Prashin :: Brigham and Women's Hospital
  82. Van Griethuysen , Joost :: Netherlands Cancer Institute
  83. Vidyaratne, Lasitha :: Old Dominion University
  84. Wang, Yaofei :: Brigham and Women's Hospital
  85. Wang, Ziyang :: Brigham and Women's Hospital
  86. Wei, Dawei :: Brigham and Women's Hospital
  87. Westin, Carl-Fredrik :: Brigham and Women's Hospital
  88. Woo, Jonghye :: Massachusetts General Hospital
  89. Xu, Wanxin :: Brigham and Women's Hospital
  90. Yang, Yixin :: Brigham and Women's Hospital
  91. Ye, Wu :: Brigham and Women's Hospital
  92. Zaffino, Paolo :: Magna Graecia University of Catanzaro, Italy
  93. Zeleznik, Roman :: Dana-Farber Cancer Institute
  94. Zhang, Fan :: Brigham and Women's Hospital
  95. Zhang, Hongtao :: Hebei General Hospital
  96. Zhang, Miaomiao :: Massachusetts Institute of Technology
  97. Zhang, Yuqian :: Brigham and Women's Hospital
  98. Zhou, Haoyin :: Brigham and Women's Hospital
  99. Ziegler, Erik :: Open Health Imaging Foundation/Massachusetts General Hospital