Across Canada, regional museums and community archives safeguard thousands of historic wartime photographs. Yet behind these black-and-white images lie untold personal histories at serious risk of disappearing. A recent feature in the Toronto Star shines a spotlight on how applied research teams at Mohawk College are deploying machine learning and computer vision to ensure these stories endure.
Through initiatives such as Remembering Their Faces—supervised by Professor Stephen Adams and supported by the Social Sciences and Humanities Research Council of Canada (SSHRC)—Mohawk student researchers collaborate directly with cultural partners, including the National Air Force Museum of Canada and the Canadian Warplane Heritage Museum. By engineering custom artificial intelligence pipelines, the project scans through dense archival squadron collections, maps and identifies individual service members, and transcribes handwritten wartime records.
Research Metrics and Community Impact
| Impact Dimension | Outcomes & Deliverables |
|---|---|
| Applied Student Training | 138 Mohawk College student researchers have contributed approximately 10,000 project hours, gaining hands-on software development and archival data experience. |
| Archival Scale | Around 8,000 historical photographs processed and more than 230,000 individual faces recognized across military records. |
| Technical Innovation | Advanced machine learning model fine-tuning to resolve complex computer vision challenges, including partial angles, turned faces, and photographic grayscale enhancement. |
| Ethical AI Framework | Strict operational guidelines ensure images remain non-commercialized, with matches verified strictly against partner museum archives rather than public internet sources. |
Why Applied Research Matters
Smaller cultural institutions frequently lack the resources and technical infrastructure required to digitize and cross-reference extensive photo archives. By pairing community partners with Mohawk student talent, oversee by experienced faculty, IDEAWORKS delivers essential operational capacity to cultural organizations while preparing future technologists for enticing software engineering careers.
To explore the full story and discover how responsible AI is safeguarding Canadian history, read the feature in the Toronto Star.

