Vision Transformers perform surprisingly well without attention

8 May 2021

Vision Transformers perform surprisingly well without attention

Vision Transformers without layers of attention performed strongly on ImageNet. This shows that the attention mechanism is not the key to the effectiveness of the Vision Transformer architecture, contrary to…

Sony patented AI assistant for computer games

5 May 2021

Sony patented AI assistant for computer games

Sony has patented artificial intelligence (AI) for controlling game characters. The AI ​​assistant can imitate the gameplay style of the particular human player. Why is it needed At first glance,…

FAIR developed DINO architecture for self-supervised image analysis

3 May 2021

FAIR developed DINO architecture for self-supervised image analysis

DINO is FAIR’s self-supervised tool for modern Visual Transformer models. The framework effectively handles highlighting of important content in images without labels. The open-source code is available. Why is it needed…

NVIDIA neural network generates realistic 3D worlds based on Minecraft

22 April 2021

NVIDIA neural network generates realistic 3D worlds based on Minecraft

Nvidia has unveiled GANcraft, a neural network for creating photorealistic images based on 3D block worlds, similar to the worlds in Minecraft. GANcraft creates a visualization of a world, taking…

New style transfer method ArtFlow allows for lossless images styling

12 April 2021

New style transfer method ArtFlow allows for lossless images styling

ArtFlow is a framework for transferring lossless image style using reversible neural flows. The open-source code is on Github. Why is it needed The Universal Style Transfer (UST) task allows…

The StyleCLIP neural network sets picture style based on a text description

9 April 2021

The StyleCLIP neural network sets picture style based on a text description

StyleCLIP is a combination of CLIP and StyleGAN models designed to manipulate image style with text prompts. The open-source code is available, including Google Colab notebooks. Why is it needed StyleGAN…

TextFlint: a library for analyzing NLP models robustness

8 April 2021

TextFlint: a library for analyzing NLP models robustness

TextFlint is a multilingual, multitasking platform for analyzing NLP models stability. Open source available for English and Chinese, other languages ​​are being developed. Included text processing tools: general and specific…

Fairness Flow: AI Bias Assessment Tool

7 April 2021
Fairness flow

Fairness Flow: AI Bias Assessment Tool

Fairness Flow is a set of diagnostic tools that helps you compare how fair models and label markers perform for specific user groups. Why is it needed Facebook AI specialists…