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[CVPR 2025] "DiC: Rethinking Conv3x3 Designs in Diffusion Models", a performant & speedy Conv3x3 diffusion model.

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DiC: Rethinking Conv3x3 Designs in Diffusion Models

ConvUNets have been overlooked... but they outperform Diffusion Transformers!

News

3/3/2025: Codes & Weights are at the final stage of inspection. We will have them released ASAP.

2/27/2025: DiC is accepted by CVPR 2025! πŸŽ‰πŸŽ‰

effect

πŸ€” In this work, we intend to build a diffusion model with Conv3x3 that is simple but efficient.

πŸ”§ We re-design architectures & blocks of the model to tap the potential of Conv3x3 to the full.

πŸš€ The proposed DiC ConvUNets are more powerful than DiTs, and much much faster!

Codes

Codes and Weights will be released. Please keep tuned!

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[CVPR 2025] "DiC: Rethinking Conv3x3 Designs in Diffusion Models", a performant & speedy Conv3x3 diffusion model.

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