AI can reveal new cell biology just by looking at images
AI learns how to recognize and classify different dog breeds from images. A new machine learning method from CZ Biohub now makes it possible to classify and compare different human proteins from fluorescence microscopy images. Credit: CZ Biohub Humans are good at looking at pictures and finding patterns or making comparisons. Take a look at a collection of dog photos, for example, and you can sort them by color, ear size, face shape, and so on. But can you compare them quantitatively? And perhaps more interestingly, can machines extract meaningful information from images that humans cannot? Now Stanford University’s Chan Zuckerberg Biohub team of scientists have developed a machine learning method to quantitatively analyze and compare images—in this case microscopic images of proteins—without any prior knowledge. As reported in Natural Method , their algorithm, dubbed “cytoself”, provides rich and detailed informat...