Update README.md

README.md

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 # Pages of Early Soviet Performance (PESP)
 
-This dataset was created as part of the [Pages of Early Soviet Performance](https://cdh.princeton.edu/projects/pages-early-soviet-performance/) project at Princeton and provides text and image research data from a previously scanned [collection of illustrated periodicals](https://dpul.princeton.edu/slavic/catalog?f%5Breadonly_collections_ssim%5D%5B%5D=Russian+Illustrated+Periodicals) held by Princeton University's Slavic Collections.  Our work focused on document segmentation and the prediction of image, text, title, and mixedtext regions in the document images.  The mixedtext category refers to segments where the typeface and text layout are mixed with other visual elements such as graphics, photographs, and illustrations. This category identifies sections that present problems for OCR and also highlights the experimental use of text, images, and other elements in the documents.
+This dataset was created as part of the [Pages of Early Soviet Performance](https://cdh.princeton.edu/projects/pages-early-soviet-performance/) project at Princeton and provides text and image research data from a previously scanned [collection of illustrated periodicals](https://dpul.princeton.edu/slavic/catalog?f%5Breadonly_collections_ssim%5D%5B%5D=Russian+Illustrated+Periodicals) held by Princeton University's Slavic Collections. The project was a partnership with ITMO University in Saint Petersburg. Our work focused on document segmentation and the prediction of image, text, title, and mixedtext regions in the document images.  The mixedtext category refers to segments where the typeface and text layout are mixed with other visual elements such as graphics, photographs, and illustrations. This category identifies sections that present problems for OCR and also highlights the experimental use of text, images, and other elements in the documents.
 
 For each of the ten journals of interest in Princeton's digital collections (DPUL), we started with the IIIF manifest URI.  With these manifests, we downloaded each of the 24,000 document images.  The URI for each of the images is included in the dataset.
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 ## Authors 
-- Natalia Ermolaev
-- Thomas Keenan
-- Katherine Reischl
-- Andrew Janco
-- Quinn Dombrowski
-- Antonina Puchkovskaia
-- Alexander Jacobson
-- Anastasiia Mamonova
-- Michael Galperin
-- Vladislav Tretyak
-
-- 
+Natalia Ermolaev, Thomas Keenan, Katherine Reischl, Andrew Janco, Quinn Dombrowski, Antonina Puchkovskaia, Alexander Jacobson, Anastasiia Mamonova, Michael Galperin and Vladislav Tretyak
 
 ## Journal manifests
 -  [Эрмитаж](https://figgy.princeton.edu/concern/scanned_resources/6b561fbb-ba28-4afb-91d2-d77b8728d7d9/manifest?manifest=https://figgy.princeton.edu/concern/scanned_resources/6b561fbb-ba28-4afb-91d2-d77b8728d7d9/manifest)