facells.com

What It Is

FaCells is an AI-powered drawing installation project built around the theme “Teaching Machines the Language of Lines.” It is not online design software in the usual sense, but a generative art project that translates facial attributes learned by neural networks into lines, then outputs them onto paper using a plotter. The project will be exhibited at Spectrum Miami 2025 and is accompanied by an arXiv paper.

Core Capabilities and Creative Process

The project uses more than 200,000 images, converts them into line data made up of x/y point sequences, and feeds that data into an LSTM model for training. Each neuron/cell in the final layer corresponds to one facial attribute, covering 15 categories such as Eyeglasses, Smiling, Male, Young, and Wearing_Hat. At the exhibition, the process of “data → model → lines → paper → social sharing” helps viewers understand how machines learn and extract visual concepts.

Licensing, Pricing, and Collaboration

The main text does not specify copyright licensing for the model, dataset, generated works, or portraits collected by visitors, so commercial usage rights cannot be determined. Its pricing model is also unusual: letter-size paper portraits are not sold in the traditional way. Visitors need to go to the booth and publish a public social media post containing #FaCells and #SpectrumMiami. Common design-tool features such as team collaboration, online editing, account systems, or APIs were not mentioned.

Pros and Cons

Its strengths are a well-formed concept, a transparent technical path, and the physical visibility that plotter output gives to the AI generation process. It is well suited to art exhibitions, creative technology education, and machine learning visualization. The downside is that it is not a SaaS tool that can be used directly for design production, and access to the work depends on the exhibition setting. It also lacks information on export formats, copyright, payments, support, and compatibility, making it difficult to evaluate as a commercial design asset platform.

Who It’s For and Access from China

FaCells is suitable for generative art researchers, AI art curators, creative technology students, and anyone interested in how datasets are transformed into visual representations. The main text does not provide information about access from China; domain connectivity, social media posting requirements, and on-site exhibition pickup may all affect the actual experience for users in China. If you need a practical creative tool, alternatives include Runway, Stable Diffusion, Midjourney, p5.js, Processing, or TouchDesigner.