Pixel.js: Web-based Pixel Classification Correction Platform for Ground Truth Creation
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1 Pixel.js: Web-based Pixel Classification Correction Platform for Ground Truth Creation Zeyad Saleh, Ké Zhang, Jorge Calvo-Zaragoza, Gabriel Vigliensoni, and Ichiro Fujinaga Distributed Digital Music Archives & Libraries Lab (DDMAL) McGill University Montréal, Canada Page 1
2 Context: The SIMSSA Project Teach computers to recognize the musical symbols in digital images of musical scores Page 2
3 Context: The SIMSSA Project Digital Manuscript Image Segmentation Machine Learning Semantic Labelling Interpretation Correction Symbolic Representation For more information: Page 3
4 Motivation Separate elements of document images such as: Page 4
5 Motivation Separate elements of document images such as: - Text Page 5
6 Motivation Separate elements of document images such as: - Text - Glyphs Page 6
7 Motivation Separate elements of document images such as: - Text - Glyphs - Staff Lines Page 7
8 Motivation Separate elements of document images such as: - Text - Glyphs - Staff Lines Process the different elements of the document image separately Page 8
9 Motivation: Heuristic Algorithms Original image Calvo-Zaragoza et al Page 9
10 Motivation: Heuristic Algorithms Original image Heuristic Binarization (Sauvola) Calvo-Zaragoza et al Page 10
11 Motivation: Heuristic Algorithms Use previous results of automatic, pixel-level image segmentation algorithms and correct its misclassified pixels to produce ground truth (Instead of creating it from scratch) Page 11
12 Motivation Ground truth in this context refers to creating multiple layers of information Page 12
13 Pixel.js An online platform for correcting the results of image classification algorithms at pixel-level Page 13
14 Pixel.js Page 14
15 Pixel.js: Tools & Functionalities Representation: - Layers - Colour-coding Page 15
16 Pixel.js: Tools & Functionalities Uploading images to layers - Automatic colour conversion - Transparent background required Page 16
17 Pixel.js: Tools & Functionalities Zooming & Navigation tice misclassified pixels: Page 17
18 Pixel.js: Tools & Functionalities Quickly move regions of pixels from a layer to another Page 18
19 Pixel.js: Tools & Functionalities Changing layer s opacity Page 19
20 Pixel.js: Tools & Functionalities Drawing & Erasing Changing brush size Page 20
21 Pixel.js: Tools & Functionalities Exporting - Can re-import to continue work - 3 different formats Page 21
22 Pixel-level Ground Truth Why Pixel.js? - Music documents require a higher level of ground truth accuracy - Opens up ground truthing to a larger audience - Keyboard shortcuts built specifically for ground truth creation Page 22
23 Existing Tools: Comparison Batch Labelling Handles Large Images Pixel-level Classification Independent from preprocessed input Web-based Open Source Free to use Freeform Labelling Pixel.js PixLabeler Divadia Web-GT Photoshop / Pixelmator Picozu Page 23
24 Diva.js A web-based document viewer optimized for high-resolution image collections - Supports IIIF - 30 megapixels, ~180 MB per image - 180MB x 479 images 86 GB Page 24
25 Preliminary Testing Classifying the different elements of the same music manuscript page using both Pixelmator and our tool Pixel.js Page 25
26 Testing: Results Positive feedback: - Time efficiency: A reduction of 40% in production time - From 30 with Pixelmator to 18 hours/page with Pixel.js Page 26
27 Future Work - Collaborative platform - More targeted tools Page 27
28 Github Check out our Github repository Page 28
29 Thank you! Page 29
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