Groceries in the Times of Quarantine

2020

Groceries Quarantine - Smartphone recording with object detection overlay

Location

a_part: A Quarantine Collaboration

Curator

Johann C. Muñoz

Medium

Video with Real-time Object Detection

Tags

digital artpandemicisolationCOVID-19computer visionmachine learningYOLOv4object detectionsurveillanceinteractivealgorithmic perception

A video artwork that employs YOLOv4 object detection with real-time processing to explore pandemic isolation through the lens of everyday grocery items. Curated by Johan Munoz and presented online, this work transforms mundane consumer objects into conceptual artifacts by utilizing YOLOv4's grid-based simultaneous prediction mechanism—a computer vision framework that divides video frames into sections while predicting bounding boxes and class probabilities with remarkable efficiency. The artwork leverages this neural network architecture not merely as a technical tool but as a conceptual framework that mirrors how machine perception increasingly mediates human experience in contemporary society.

Interpretation

The video gains particular relevance within the context of COVID-19, when digital surveillance and algorithmic systems became more prominent in daily life. By implementing real-time object detection, the work engages with what Harun Farocki termed "operational images"—visuals that serve functional purposes within digital infrastructures rather than purely representational ones. This approach positions the video at the intersection of creative expression and technological critique, highlighting how computational seeing transforms ordinary objects into data points categorized by confidence scores.

Video Documentation

Real-time object detection video artwork exploring pandemic isolation

Real-time YOLOv4 object detection, H.264 codec

Watch on Vimeo

1 Variation Online

Groceries Quarantine - Smartphone recording with object detection overlay

Groceries Quarantine - Smartphone recording with object detection overlay

Support for this exhibition is provided by the Bakehouse Art Complex and the Miami-Dade County Department of Cultural Affairs. Special thanks to Johann C. Muñoz for the curatorial vision and support.