Literature Reviews

Reviewed research papers, articles, and publications relevant to digital accessibility.

• The ORBIT India Dataset: Understanding the Challenges of Collecting a Disability-First AI Dataset in Low-Resource Environments

  Gesu India, Martin Grayson, Cecily Morrison, Daniela Massiceti, Simon Robinson, Jennifer Pearson, Matt Jones (2026) — Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems (CHI '26)

  This paper introduces ORBIT-India, the first teachable object recognition dataset contributed entirely by people who are blind or have low vision in India. It extends the UK/Canada-collected ORBIT dataset (Massiceti et al., 2021) to the Indian contex…

  • AI
  • accessibility
  • datasets
  • teachable object recognition
  • vision impairment
  • Global South
  • blindness and low vision
  • computer vision
  • few-shot learning
  • data feminism
  • data colonialism
  • participatory design
  • privacy
  • PII
  • India

• Disability-first Dataset Creation: Lessons from Constructing a Dataset for Teachable Object Recognition with Blind and Low Vision Data Collectors

  Lida Theodorou, Daniela Massiceti, Luisa Zintgraf, Simone Stumpf, Cecily Morrison, Edward Cutrell, Matthew Tobias Harris, Katja Hofmann (2021) — Proceedings of the 23rd International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS '21)

  This paper presents a disability-first approach to constructing a machine learning dataset for teachable object recognition, developed through the ORBIT (Objects that Recognize Blind Individuals in Their environment) project. The authors argue that w…

  • disability-first design
  • dataset creation
  • teachable object recognition
  • blind and low vision
  • machine learning
  • data collection
  • participatory research
  • accessible mobile applications