Convolutional Neural Networks

8 Posts

Masked Pretraining for CNNs: ConvNeXt V2, the new model family that boosts ConvNet performance
Convolutional Neural Networks

Masked Pretraining for CNNs: ConvNeXt V2, the new model family that boosts ConvNet performance

Vision transformers have bested convolutional neural networks (CNNs) in a number of key vision tasks. Have CNNs hit their limit? New research suggests otherwise.

September 13, 20232 min read
Masked Pretraining for CNNs: ConvNeXt V2, the new model family that boosts ConvNet performance
Convolutional Neural Networks

Masked Pretraining for CNNs: ConvNeXt V2, the new model family that boosts ConvNet performance

Vision transformers have bested convolutional neural networks (CNNs) in a number of key vision tasks. Have CNNs hit their limit? New research suggests otherwise.

September 13, 20232 min read
Like Diffusion but Faster: The Paella model for fast image generation, explained
Convolutional Neural Networks

Like Diffusion but Faster: The Paella model for fast image generation, explained

The ability to generate realistic images without waiting would unlock applications from engineering to entertainment and beyond. New work takes a step in that direction.

June 14, 20232 min read
Like Diffusion but Faster: The Paella model for fast image generation, explained
Convolutional Neural Networks

Like Diffusion but Faster: The Paella model for fast image generation, explained

The ability to generate realistic images without waiting would unlock applications from engineering to entertainment and beyond. New work takes a step in that direction.

June 14, 20232 min read
Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller
Convolutional Neural Networks

Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller

TinyML shows promise for bringing deep learning to applications where electrical power is scarce, processing in the cloud is impractical, and/or data privacy is paramount.

May 24, 20232 min read
Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller
Convolutional Neural Networks

Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller

TinyML shows promise for bringing deep learning to applications where electrical power is scarce, processing in the cloud is impractical, and/or data privacy is paramount.

May 24, 20232 min read
AI's Eyes Evolve: Vision transformer research exploded in 2022.
Convolutional Neural Networks

AI's Eyes Evolve: Vision transformer research exploded in 2022.

Work on vision transformers exploded in 2022. Researchers published well over 17,000 ViT papers during the year. A major theme: combining self-attention and convolution.

December 21, 20222 min read
AI's Eyes Evolve: Vision transformer research exploded in 2022.
Convolutional Neural Networks

AI's Eyes Evolve: Vision transformer research exploded in 2022.

Work on vision transformers exploded in 2022. Researchers published well over 17,000 ViT papers during the year. A major theme: combining self-attention and convolution.

December 21, 20222 min read

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