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How to Generate Text
from Images with
Python
https://www.searchenginejournal.com
/generate-text-from-images-with-
python/324001/
In Memory of Hamlet Batista
WHY SHOULD
YOU CARE
#WTSFest @mira_inam
We have a duty to not just
promote inclusivity for all
races but inclusivity for
all abilities by eliminating
unnecessary barriers.
#WTSFest @mira_inam
ACCESSIBILITY STATS
There are14.1 million disabled people in
the UK (that’s 1 in 5 people).
Disability prevalence by age group, 2008/09 to 2018/19, United Kingdom
#WTSFest @mira_inam
An estimated 2 million people are
living with sight loss
Impairment types reported by disabled people
#WTSFest @mira_inam
Disabled people are over 50%
more likely to face barriers to
accessing digital and online
services than non-disabled people.
Big Hack
#WTSFest @mira_inam
The 2021 WebAIM analysis of 1
million homepages in the UK shows
that 97.4% of homepages had
detectable accessibility errors.
April 2021, WebAIM
#WTSFest @mira_inam
Most Common Web Content Accessibility
Guidelines (WCAG) Errors
o Low contrast text
o Missing alternative text
o Empty links
o Missing form input label
o Empty buttons
WebAIM
#WTSFest @mira_inam
Missing alternative text accounts for
61% of all homepage accessibility
errors
April 2021, WebAIM
#WTSFest @mira_inam
Halfof the images missing
alternative text were linked images,
resulting in links that were not
descriptive.
April 2021, WebAIM
#WTSFest @mira_inam
We can expect over one third
of the images on the web to have
missing, questionable, or repetitive
alternative text
April 2021, WebAIM
#WTSFest @mira_inam
It is getting better, but we can do more
Most common types of WCAG 2 failures
#WTSFest @mira_inam
The Click-Away Pound
£17.1 billion Potential
re-directed spending
because of inaccessible
websites
#WTSFest @mira_inam
HOW TO MAKE YOUR IMAGES
ACCESSIBLE
Image Type Purpose Alt Text Example
Functional Initiate Actions Describe the Action Printer Graphics
Decorative No Information Null (not empty) Text illustrations
Informational Conveys information Convey meaning Explanatory Images
#WTSFest @mira_inam
SPEEDING UP THE PROCESS WITH
PHYTON
An HTTP library written in
Python which allows you to
send HTTP requests using
Python
Requests 2.27.1
#WTSFest @mira_inam
Pillow (PIL Fork)
Library required for
image processing.
#WTSFest @mira_inam
Scikit-image
Using NumPy arrays for
retrieving the geometry of the
image and the number of pixel
and statistical information
about image intensity values.
#WTSFest @mira_inam
TORCHVISION
Provides functions to
reading and writing
video and images.
#WTSFest @mira_inam
Powerful data structures
for data analysis, time
series, and statistics
Pandas Library
#WTSFest @mira_inam
Image Source: Detection and Segmentation
Mask R-CNN for object detection and segmentation -
Classifies each pixel into pre-defined categories
#WTSFest @mira_inam
GENERATING YOUR ALT TEXT
https://colab.research.google.com/drive/16QaG8yGTXcinC9
DltvCJ0EsSmQ_K85U8
- Image Capiton MIA.ipynb
Please create your own copy
Upload image file here.
❑File name Captions.
❑Save as a csv file.
Click Run all
#WTSFest @mira_inam
#WTSFest @mira_inam
#WTSFest @mira_inam
#WTSFest @mira_inam
#WTSFest @mira_inam
❑Create your own copy
❑Takes time to run depending on file size.
❑Once is finishes running check download folder.
❑ (csv) File will be downloaded as image (file name).
#WTSFest @mira_inam
#WTSFest @mira_inam
More on Reading on Accessibility
• Make Your Content More Accessible - https://bighack.org/7-easy-ways-
to-make-your-content-more-accessible/
• Web Accessibility of the Top Research-Intensive Universities in the UK -
https://journals.sagepub.com/doi/full/10.1177/21582440211056614
• Introduction to Web Accessibility by Jessica James
https://erudite.agency/insights/introduction-web-accessibility/
• Google Image Best Practice -
https://developers.google.com/search/docs/advanced/guidelines/google-
images
Resource For Learning About Python
• Python For Beginners -
https://www.pythonforbeginners.com/requests/using-requests-in-
python
• FreeCode Camp (Learn Python - Full Course for Beginners) -
https://www.youtube.com/watch?v=rfscVS0vtbw
• Daniel Heredia’s Python for SEO Newsletter-
https://www.danielherediamejias.com/newsletter/?nm=confirmation
&nk=524-a2240a30d2544ab64a2b88ff74a481d7
THANK YOU Eniola Olaleye @galileoen
#WTSFest @mira_inam

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Speed up alt text generation without coding skills

  • 2. How to Generate Text from Images with Python https://www.searchenginejournal.com /generate-text-from-images-with- python/324001/ In Memory of Hamlet Batista
  • 4. We have a duty to not just promote inclusivity for all races but inclusivity for all abilities by eliminating unnecessary barriers. #WTSFest @mira_inam
  • 6. There are14.1 million disabled people in the UK (that’s 1 in 5 people). Disability prevalence by age group, 2008/09 to 2018/19, United Kingdom #WTSFest @mira_inam
  • 7. An estimated 2 million people are living with sight loss Impairment types reported by disabled people #WTSFest @mira_inam
  • 8. Disabled people are over 50% more likely to face barriers to accessing digital and online services than non-disabled people. Big Hack #WTSFest @mira_inam
  • 9. The 2021 WebAIM analysis of 1 million homepages in the UK shows that 97.4% of homepages had detectable accessibility errors. April 2021, WebAIM #WTSFest @mira_inam
  • 10. Most Common Web Content Accessibility Guidelines (WCAG) Errors o Low contrast text o Missing alternative text o Empty links o Missing form input label o Empty buttons WebAIM #WTSFest @mira_inam
  • 11. Missing alternative text accounts for 61% of all homepage accessibility errors April 2021, WebAIM #WTSFest @mira_inam
  • 12. Halfof the images missing alternative text were linked images, resulting in links that were not descriptive. April 2021, WebAIM #WTSFest @mira_inam
  • 13. We can expect over one third of the images on the web to have missing, questionable, or repetitive alternative text April 2021, WebAIM #WTSFest @mira_inam
  • 14. It is getting better, but we can do more Most common types of WCAG 2 failures #WTSFest @mira_inam
  • 15. The Click-Away Pound £17.1 billion Potential re-directed spending because of inaccessible websites #WTSFest @mira_inam
  • 16. HOW TO MAKE YOUR IMAGES ACCESSIBLE
  • 17. Image Type Purpose Alt Text Example Functional Initiate Actions Describe the Action Printer Graphics Decorative No Information Null (not empty) Text illustrations Informational Conveys information Convey meaning Explanatory Images #WTSFest @mira_inam
  • 18. SPEEDING UP THE PROCESS WITH PHYTON
  • 19. An HTTP library written in Python which allows you to send HTTP requests using Python Requests 2.27.1 #WTSFest @mira_inam
  • 20. Pillow (PIL Fork) Library required for image processing. #WTSFest @mira_inam
  • 21. Scikit-image Using NumPy arrays for retrieving the geometry of the image and the number of pixel and statistical information about image intensity values. #WTSFest @mira_inam
  • 22. TORCHVISION Provides functions to reading and writing video and images. #WTSFest @mira_inam
  • 23. Powerful data structures for data analysis, time series, and statistics Pandas Library #WTSFest @mira_inam
  • 24. Image Source: Detection and Segmentation Mask R-CNN for object detection and segmentation - Classifies each pixel into pre-defined categories #WTSFest @mira_inam
  • 27. Please create your own copy
  • 28. Upload image file here. ❑File name Captions. ❑Save as a csv file.
  • 35. ❑Create your own copy ❑Takes time to run depending on file size. ❑Once is finishes running check download folder. ❑ (csv) File will be downloaded as image (file name). #WTSFest @mira_inam
  • 37. More on Reading on Accessibility • Make Your Content More Accessible - https://bighack.org/7-easy-ways- to-make-your-content-more-accessible/ • Web Accessibility of the Top Research-Intensive Universities in the UK - https://journals.sagepub.com/doi/full/10.1177/21582440211056614 • Introduction to Web Accessibility by Jessica James https://erudite.agency/insights/introduction-web-accessibility/ • Google Image Best Practice - https://developers.google.com/search/docs/advanced/guidelines/google- images
  • 38. Resource For Learning About Python • Python For Beginners - https://www.pythonforbeginners.com/requests/using-requests-in- python • FreeCode Camp (Learn Python - Full Course for Beginners) - https://www.youtube.com/watch?v=rfscVS0vtbw • Daniel Heredia’s Python for SEO Newsletter- https://www.danielherediamejias.com/newsletter/?nm=confirmation &nk=524-a2240a30d2544ab64a2b88ff74a481d7
  • 39. THANK YOU Eniola Olaleye @galileoen #WTSFest @mira_inam