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# DDT: Decoupled Diffusion Transformer # DDT: Decoupled Diffusion Transformer
arxiv link: [https://arxiv.org/abs/2504.05741](https://arxiv.org/abs/2504.05741)
ImagNet256 leaderboard: [https://paperswithcode.com/sota/image-generation-on-imagenet-256x256](https://paperswithcode.com/sota/image-generation-on-imagenet-256x256)
ImagNet512 leaderboard: [https://paperswithcode.com/sota/image-generation-on-imagenet-512x512](https://paperswithcode.com/sota/image-generation-on-imagenet-512x512)
## Introduction ## Introduction
We decouple diffusion transformer into encoder-decoder design, and surpresingly that a **more substantial encoder yields performance improvements as model size increases**. We decouple diffusion transformer into encoder-decoder design, and surpresingly that a **more substantial encoder yields performance improvements as model size increases**.
![](./figs/main.png) ![](./figs/main.png)