Personalized Text-to-Image Generation on MS-COCO
10.96FIDFull Precision
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full PrecisionCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=32/32, BOPs (T)=8932026.03 | 10.96 | 0.315 | |
| TAQCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/8, BOPs (T)=562026.03 | 11.03 | 0.297 | |
| DGQCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/8, BOPs (T)=562026.03 | 15.24 | 0.291 | |
| Full PrecisionCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=32/32, BOPs (T)=69302026.03 | 15.25 | 0.305 | |
| TAQCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/8, BOPs (T)=4332026.03 | 22.18 | 0.293 | |
| TFMQ-DMCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/8, BOPs (T)=562026.03 | 24.34 | 0.279 | |
| Q-DiffusionCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/8, BOPs (T)=562026.03 | 27.16 | 0.261 | |
| DGQCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/8, BOPs (T)=4332026.03 | 33.12 | 0.252 | |
| TAQCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/4, BOPs (T)=2162026.03 | 34.15 | 0.254 | |
| TAQCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/4, BOPs (T)=282026.03 | 38.84 | 0.264 | |
| DGQCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/4, BOPs (T)=2162026.03 | 52.73 | 0.229 | |
| DGQCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/4, BOPs (T)=282026.03 | 53.39 | 0.248 | |
| TFMQ-DMCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/8, BOPs (T)=4332026.03 | 78.63 | 0.151 | |
| Q-DiffusionCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/8, BOPs (T)=4332026.03 | 108.81 | 0.091 | |
| TFMQ-DMCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/4, BOPs (T)=2162026.03 | 111.59 | 0.145 | |
| Q-DiffusionCheckpoint Model=Stable Diffusion-XL Turbo, Bit-width (W/A)=8/4, BOPs (T)=2162026.03 | 153.35 | 0.032 | |
| TFMQ-DMCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/4, BOPs (T)=282026.03 | 167.22 | 0.138 | |
| Q-DiffusionCheckpoint Model=Stable Diffusion-v1-5, Bit-width (W/A)=8/4, BOPs (T)=282026.03 | 223.11 | 0.082 |