Ethical Monitoring

Developing a vision-based system for ethical retail monitoring.

Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.
Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.
Behavioral Analysis

Identifying subtle anomalies in retail environments for review.

A person with disheveled hair is closely examining a piece of paper using a small magnifying lens. Wearing a green shirt, they appear focused in a well-lit room with another person in the background also looking at something. The scene suggests an environment of detailed inspection or analysis.
A person with disheveled hair is closely examining a piece of paper using a small magnifying lens. Wearing a green shirt, they appear focused in a well-lit room with another person in the background also looking at something. The scene suggests an environment of detailed inspection or analysis.
Risk Awareness

Tagging ambiguous behaviors for human review and accuracy.

Three monkeys are sitting on a wooden surface. One monkey lies prone in the center, gazing directly at the viewer, while the others sit nearby with one grooming the central monkey. The scene is serene, showcasing a natural behavior of the animals.
Three monkeys are sitting on a wooden surface. One monkey lies prone in the center, gazing directly at the viewer, while the others sit nearby with one grooming the central monkey. The scene is serene, showcasing a natural behavior of the animals.
A group of people sit in front of computer monitors displaying code in an office setting. The focus is on a young person in a white shirt with a thoughtful expression, while others work in the background. The room is well-lit with white overhead lights and has a modern office design.
A group of people sit in front of computer monitors displaying code in an office setting. The focus is on a young person in a white shirt with a thoughtful expression, while others work in the background. The room is well-lit with white overhead lights and has a modern office design.
Fairness Balance

Exploring strategies for balancing accuracy and fairness.

Dynamic Framework

Interpreting behavioral anomalies in autonomous retail spaces.

A monochrome photograph features a contemplative monkey intently studying its hand. The animal's facial expressions suggest deep thought or concentration, with strong lighting highlighting the texture of its fur and the details of its fingers.
A monochrome photograph features a contemplative monkey intently studying its hand. The animal's facial expressions suggest deep thought or concentration, with strong lighting highlighting the texture of its fur and the details of its fingers.

Ethical theft monitoring