Machine
Timing

Portfolio

Showcase

NYC Media Lab Summit, Sep 2019

Tools

Digital Camera, StyleGAN

Role

Developer, Photographer

Brief

Can we break the dawn of NYC with a sunrise from the Forbidden City, or can we resurrect Notre-Dame with our hundreds-of-years collective memories? “Machine Timing” is an experiment that explores the aesthetics, approaches, and constraints of using deep generative networks as a tool of time-manipulation in video footage. It is a project co-created by me & Abi Muñoz.

Concept - A Time-based Experiment on Deep Generative Networks

Deep generative networks, such as VAEs and GANs, are often used to synthesize realistic-looking pictures. However, during our experiments with such models and related techniques, we found that time-based information, along with the synthesizing subject, is also "encoded" into the trained models. As a result, we realized that if we guide the synthesizing process along the direction of a time-based factor, we can use deep generative networks to "manipulate time" in video footages.

Portfolio Portfolio

A Sample Convertion

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Portfolio

Demo @NYC Media Lab Summit 2019


Portfolio