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When automated
analysis goes wrong
Tristan Roddis
Cogapp
EuropeanaTech 2018
Tristan Roddis. Cogapp
• Digital publishing systems
• Website and mobile app development
• Digital strategy
• Innovation and research projects
Tristan Roddis. Cogapp
In this session
• Term extraction
• Machine learning
• Computer vision
• Successes
• FAILURES
Tristan Roddis. Cogapp
Failure: Term extraction
Tristan Roddis. Cogapp
Success: Constrain results
Tristan Roddis. Cogapp
Failure: term extraction
Tristan Roddis. Cogapp
Failure: term extraction
Tristan Roddis. Cogapp
Failure: term extraction
Tristan Roddis. Cogapp
Failure 1: term
extraction
Tristan Roddis. Cogapp
Failure 1: term
extraction
Tristan Roddis. Cogapp
Failure: term extraction
Tristan Roddis. Cogapp
Success: constrain results
(using a human)
Tristan Roddis. Cogapp
Failure: Interesting
images
Tristan Roddis. Cogapp
The problem
Tristan Roddis. Cogapp
The problem
• No useful
information
Adrian Hindle, Tristan Roddis. Cogapp
A Syrian Voyage in Central and South America
http://www.qdl.qa/en/archive/qnlhc/12957.56
Adrian Hindle, Tristan Roddis. Cogapp
A Syrian Voyage in Central and South America
http://www.qdl.qa/en/archive/qnlhc/12957.54
Adrian Hindle, Tristan Roddis. Cogapp
"Nourishment for the Ailing" and "Nourishment for the Healthy"
http://www.qdl.qa/en/archive/qnlhc/9549.20
Adrian Hindle, Tristan Roddis. Cogapp
"Nourishment for the Ailing" and "Nourishment for the Healthy"
http://www.qdl.qa/en/archive/qnlhc/9549.19
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Success: Train your own
neural network
Tristan Roddis. Cogapp
• Automatically tag, organize, and search visual
content with machine learning.
• Create concepts
Tristan Roddis. Cogapp
• Existing concepts:
• Illustration
• Drawing
Tristan Roddis. Cogapp
• Negative concept:
• Text
• Manuscripts
Tristan Roddis. Cogapp
• Combination of two custom concepts
• arabic_manuscript
• arabic_ manuscript_with_image
Tristan Roddis. Cogapp
45 images
45 images
Tristan Roddis. Cogapp
26 images
26 images
Tristan Roddis. Cogapp
• Python script to create sets and train
• Test and train
Adrian Hindle
Tristan Roddis
Tristan Roddis. Cogapp
Adrian Hindle
Tristan Roddis
Adrian Hindle
Tristan Roddis
Tristan Roddis. Cogapp
Tristan Roddis. Cogapp
Next steps
• Custom manifest
• Add to search results
• Boost
• Filter
• Display screens etc.
Tristan Roddis. Cogapp
Other uses
• Blank sheets vs. writing
• Handwritten vs. typewritten
• [your collection-specific question here]
Tristan Roddis. Cogapp
Failure: Finding similar
images
Tristan Roddis. Cogapp
Scikit-image
Tristan Roddis. Cogapp
Scikit-image
Tristan Roddis. Cogapp
Scikit-image
Tristan Roddis. Cogapp
Scikit-image
Tristan Roddis. Cogapp
Scikit-learn
• Hand-rolled machine learning is not easy
• Especially for this problem
Tristan Roddis. Cogapp
Success: Use pre-trained
models for term extraction
Tristan Roddis. Cogapp
Term extraction
• Clarifai
• Google Vision API
• Microsoft Computer Vision
Tristan Roddis. Cogapp
Clarifai
Tristan Roddis. Cogapp
Google Vision API
Tristan Roddis. Cogapp
MS Computer vision
Tristan Roddis. Cogapp
Images
• Sourced from Nationalmuseum Sweden
• Using Europeana API for discovery
• 2000 images
• http://labs.cogapp.com/iiif-ml/
Tristan Roddis. Cogapp
Success: Use pre-trained
models for term extraction
• Tune thresholds
• Optionally correlate with “known good” terms
• Optionally allow people to flag incorrect terms
Tristan Roddis. Cogapp
Failure: when computers
get it wrong
Tristan Roddis. Cogapp
Failure: when computers
get it wrong
Tristan Roddis. Cogapp
Failure: when computers
get it wrong
Tristan Roddis. Cogapp
Failure: when computers
get it wrong
Tristan Roddis. Cogapp
Success: Embrace
failure
• Original goal: Finding similar images
• It doesn’t matter what the computer
sees!
Tristan Roddis. Cogapp
Success: Hide the
details
Tristan Roddis. Cogapp
Unexpected success:
Optical music recognition
http://labs.cogapp.com/nls-omr/wavs/91387296.wav
http://labs.cogapp.com/nls-omr/
Tristan Roddis. Cogapp
Failure 4: Automated
captions
A vase of flowers on a display
Bertel Thorvaldsen
Bertel Thorvaldsen
Bertel Thorvaldsen sitting on a suitcase
Emanuel Swedenborg
Emanuel Swedenborgsitting in front of
a laptop
Person using a phone
Person sitting in a chair talking on a cell
phone
A man and a woman taking a selfie
A cat with its mouth open
A pizza sitting on top of a window
A man riding a bear in the water
A teddy bear
A group of sheep standing on top of a
horse
A group of sheep standing on top of a
book
Tristan Roddis. Cogapp
Conclusions
• Embrace failure
• Find workarounds
• Constrain results
• Tune thresholds
• Hide the details
• Add humans to the mix
Tristan Roddis. Cogapp
Further reading
• Automated image analysis with IIIF
Adrian Hindle, Cogapp
• Using Artificial Intelligence to enhance User
Experience Neil Hawkins, Cogapp
• Playing ancient music without an instrument
Tristan Roddis, Cogapp
• Iconclass and AI
Gro Benedikte Pedersen, NMAAD Norway
• Computer Vision so good
Shelley Bernstein, Barnes Foundation
Tristan Roddis. Cogapp
Further reading
• Automated image analysis with IIIF, Adrian Hindle, Cogapp
• Using Artificial Intelligence to enhance User Experience, Neil Hawkins,
Cogapp
• Playing ancient music without an instrument, Tristan Roddis, Cogapp
• Iconclass and AI, Gro Benedikte Pedersen, National Museum of Art,
Architecture and Design in Norway
• Computer Vision so good, Shelley Bernstein, Barnes Foundation
• Quantifying Kissenger, Micki Kaufman
• Comparison of different computer-vision APIs, Cogapp Labs.
Thank you.
Questions?
Tristan Roddis
@tristan_roddis
tristanr@cogapp.com

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When automated analysis goes wrong by Tristan Roddis - EuropeanaTech Conference 2018