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推荐技术栈

你在构建什么？Image generation

每个位置一项技术，并说明推荐理由以及可以改用什么。

Generative model

technique

Diffusion

Generates data by learning to reverse a gradual noising process.

Why editorial

The stable training objective is what made this the default approach for image generation.

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Alternative approach

architecture

GAN

Generator and discriminator trained against each other to synthesise realistic data.

Why 由图谱推导

Diffusion alternative to GAN

来源

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Architecture

architecture

CNN

Convolutional neural network, sharing weights across positions to exploit spatial structure.

Why 由图谱推导

The paper's comparison is against convolutional architectures on the same tasks.

来源

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Conditioning

concept

Attention

Mechanism that weights each part of an input by its relevance to every other part.

Why 由图谱推导

Cross-attention is how the text prompt steers the generation.

来源

替代方案