P
Polina Golland
Researcher at Massachusetts Institute of Technology
Publications - 310
Citations - 19356
Polina Golland is an academic researcher from Massachusetts Institute of Technology. The author has contributed to research in topics: Segmentation & Image segmentation. The author has an hindex of 52, co-authored 282 publications receiving 16178 citations. Previous affiliations of Polina Golland include Technion – Israel Institute of Technology & Microsoft.
Papers
More filters
Journal ArticleDOI
CellProfiler: image analysis software for identifying and quantifying cell phenotypes
Anne E. Carpenter,Thouis R. Jones,Michael R. Lamprecht,Colin Clarke,In Han Kang,Ola Friman,David A. Guertin,Joo Han Chang,Robert A. Lindquist,Jason Moffat,Polina Golland,David M. Sabatini +11 more
TL;DR: The first free, open-source system designed for flexible, high-throughput cell image analysis, CellProfiler is described, which can address a variety of biological questions quantitatively.
Journal ArticleDOI
The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
Bjoern H. Menze,Andras Jakab,Stefan Bauer,Jayashree Kalpathy-Cramer,Keyvan Farahani,Justin Kirby,Yuliya Burren,N Porz,Johannes Slotboom,Roland Wiest,Levente Lanczi,Elizabeth R. Gerstner,Marc-André Weber,Tal Arbel,Brian B. Avants,Nicholas Ayache,Patricia Buendia,D. Louis Collins,Nicolas Cordier,Jason J. Corso,Antonio Criminisi,Tilak Das,Hervé Delingette,Çağatay Demiralp,Christopher R. Durst,Michel Dojat,Senan Doyle,Joana Festa,Florence Forbes,Ezequiel Geremia,Ben Glocker,Polina Golland,Xiaotao Guo,Andac Hamamci,Khan M. Iftekharuddin,Raj Jena,Nigel M. John,Ender Konukoglu,Danial Lashkari,José Mariz,Raphael Meier,Sérgio Pereira,Doina Precup,Stephen J. Price,Tammy Riklin Raviv,Syed M. S. Reza,Michael Ryan,Duygu Sarikaya,Lawrence H. Schwartz,Hoo-Chang Shin,Jamie Shotton,Carlos A. Silva,Nuno Sousa,Nagesh K. Subbanna,Gábor Székely,Thomas J. Taylor,Owen M. Thomas,Nicholas J. Tustison,Gozde Unal,Flor Vasseur,Max Wintermark,Dong Hye Ye,Liang Zhao,Binsheng Zhao,Darko Zikic,Marcel Prastawa,Mauricio Reyes,Koen Van Leemput +67 more
TL;DR: The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS) as mentioned in this paper was organized in conjunction with the MICCAI 2012 and 2013 conferences, and twenty state-of-the-art tumor segmentation algorithms were applied to a set of 65 multi-contrast MR scans of low and high grade glioma patients.
Journal ArticleDOI
CellProfiler Analyst: data exploration and analysis software for complex image-based screens
Thouis R. Jones,Thouis R. Jones,In Han Kang,Douglas B. Wheeler,Robert A. Lindquist,Adam Papallo,Adam Papallo,David M. Sabatini,Polina Golland,Anne E. Carpenter,Anne E. Carpenter +10 more
TL;DR: Here, CellProfiler Analyst, open-source software for the interactive exploration and analysis of multidimensional data, particularly data from high-throughput, image-based experiments, is described.
Journal ArticleDOI
A Generative Model for Image Segmentation Based on Label Fusion
TL;DR: This manuscript presents the first comprehensive probabilistic framework that rigorously motivates label fusion as a segmentation approach, and indicates that the proposed framework yields more accurate segmentation than FreeSurfer and previous label fusion algorithms.
Journal ArticleDOI
Scoring diverse cellular morphologies in image-based screens with iterative feedback and machine learning
Thouis R. Jones,Thouis R. Jones,Anne E. Carpenter,Anne E. Carpenter,Michael R. Lamprecht,Jason Moffat,Serena J. Silver,Jennifer K. Grenier,Adam B. Castoreno,Ulrike S. Eggert,David E. Root,Polina Golland,David M. Sabatini,David M. Sabatini +13 more
TL;DR: A supervised machine learning approach that uses iterative feedback to readily score multiple subtle and complex morphological phenotypes in high-throughput, image-based screens is presented.