91亚色传媒

In the past week or two, you may have noticed a spate of whimsical images with scientific captions proliferating on social media like some kind of unannounced journal cover contest. Perhaps you’ve posted one yourself.

Researchers from many disciplines are putting the titles of their work –abstract phrases dense with academic jargon – into an AI art generator, and sharing the results. The trend is powered by an app called Dream from Canadian software developer Wombo, which also publishes a deepfake video app that makes photos appear to lip-synch.

Dream solicits text inputs, and using the free-associating power of artificial intelligence - plus the conventions of an art style the user chooses – custom-generates an image. Usually strange but appealing, the images tend to contain at least a few elements that you can trace back to the elements in the prompt. Wombo isn't saying much about what powers the software, but machine learning experts have speculated publicly that it may use a neural network technique called . The technique uses two neural networks, one to conjure images based on a text input, and the second to assess and tweak the outputs. (You can read an explanation of how it works .)

Since it launched in late November, Dream has seen a wave of interest, partly on the strength of its sheer weirdness. 91亚色传媒 Today staff wondered how it would handle molecular biology and biochemistry. Here are AI-generated artworks based on four of of the year.

Rapid kinetics reveal surprising flavin chemistry in bifurcating electron transfer flavoprotein

Dream by Wombo

This image was generated from the title of a paper by 

We think: The festive style plays nicely with the weird blend of ball-and-stick and protein backbone model the algorithm cooked up. We think “chemistry,” “electron” and “flavoprotein” all helped set the tone.

Hyper-truncated glycans modulate the activity of neutrophil granule myeloperoxidase

Dream by Wombo

This image was generated from the title of a paper by 

We think: The branch-like structures and webbing evoke both glycan tree images, and neutrophil extracellular traps. We decided to spare the AI the difficulty of rendering “Asn-355.”

Genomewide CRISPR screening reveals nucleotide synthesis negatively regulates autophagy

Dream by Wombo

This image was generated from the title of a paper by 

We think: Genomewide CRISPR screens. Artwork generated by computers. Is there any doubt we live in the future? This piece used a steampunk style, and we love the cloud-double helix hybrid the algorithm came up with.

The extensive and functionally uncharacterized mitochondrial phosphoproteome

Dream by Wombo

This image was generated from the title of a paper by .

We think: This was a tough one with a lot of abstract words! We suggested the mystical art style, thinking it would help with the numinous vocabulary. The AI thought about it for quite a while, but it never returned an image output. Eventually, we felt bad about our carbon emissions and stopped the app.