Autonomous vehicle detecting images projected on the street
convolutional neural network (CNN)

Phantom Menace

Some self-driving cars can’t tell the difference between a person in the roadway and an image projected on the street. A team of researchers used projectors to trick semiautonomous vehicles into detecting people, road signs, and lane markings that didn’t exist.
2 min read
OctConv example
convolutional neural network (CNN)

Convolution Revolution

Looking at images, people see outlines before the details within them. A replacement for the traditional convolutional layer decomposes images based on this distinction between coarse and fine features.
2 min read
Schematic of the architecture used in experiments related to systematic reasoning in deep reinforcement learning
convolutional neural network (CNN)

How Neural Networks Generalize

Humans understand the world by abstraction: If you grasp the concept of grabbing a stick, then you’ll also comprehend grabbing a ball. New work explores deep learning agents’ ability to do the same thing — an important aspect of their ability to generalize.
2 min read
An illustration of filter pruning
convolutional neural network (CNN)

High Accuracy, Low Compute

As neural networks have become more accurate, they’ve also ballooned in size and computational cost. That makes many state-of-the-art models impractical to run on phones and potentially smaller, less powerful devices.
2 min read
Overview of the development and validation of our deep learning system (DLS)
convolutional neural network (CNN)

Deep Learning Tackles Skin Ailments

Skin conditions are the fourth-largest cause of nonfatal disease worldwide, but access to dermatological care is sparse. A new study shows that a neural network can do front-line diagnostic work.
2 min read
Face recognition app identifying individual chimpanzees in footage shot in the wilds of Guinea
convolutional neural network (CNN)

Chimp Recognition

AI is capable of picking faces out of the crowd — even if that crowd is squabbling over bananas in a jungle. Researchers at the University of Oxford developed a face recognition app that identifies individual chimpanzees in footage shot in the wilds of Guinea.
1 min read
Hardware components of the Augmented Reality Microscope (ARM)
convolutional neural network (CNN)

Seeing Cancer

Microscopes outfitted with AI-driven augmented reality could improve the accuracy of cancer diagnoses. Google Health developed an attachment for analog microscopes that outlines signs of breast and prostate cancer in real time.
1 min read
Comparison of the results using different normalization functions
convolutional neural network (CNN)

Style Upgrade

Image-to-image translation, in which stylistic features from one image are imposed on the content of another to create a new picture, traditionally has been limited to translating either shapes or textures. A new network translates both.
2 min read

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