Text-to-Image Generation on MS-COCO 512 x 512 2014
8.44FIDOFA-Diffusion Compression
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OFA-Diffusion CompressionParameter Ratio (P)=1.0×, MACs=338.75G, Backbone=Stable Diffusion v1.5, Training Overhead (K iterations)=502026.04 | 8.44 | — | |
| Separate CompressionParameter Ratio (P)=1.0×, MACs=338.75G, Backbone=Stable Diffusion v1.5, Training Overhead (K iterations)=50N2026.04 | 8.71 | — | |
| OFA-Diffusion CompressionParameter Ratio (P)=0.25×, MACs=178.68G, Backbone=Stable Diffusion v1.5, Training Overhead (K iterations)=502026.04 | 9.58 | — | |
| Naive OFAParameter Ratio (P)=0.25×, MACs=178.68G, Backbone=Stable Diffusion v1.5, Training Overhead (K iterations)=502026.04 | 11.64 | — | |
| Separate CompressionParameter Ratio (P)=0.25×, MACs=178.68G, Backbone=Stable Diffusion v1.5, Training Overhead (K iterations)=50N2026.04 | 11.9 | — | |
| Naive OFABackbone=Stable Diffusion v1.5, Training Overhead (K iterations)=502026.04 | — | 9.14 | |
| OFA-Diffusion CompressionBackbone=Stable Diffusion v1.5, Training Overhead (K iterations)=502026.04 | — | 8.85 | |
| Separate CompressionBackbone=Stable Diffusion v1.5, Training Overhead (K iterations)=50N2026.04 | — | 10.1 |