Image Style Transfer on User Study
83.9Overall Quality ScoreInST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| InSTmode=img2img, comparison_target=IEST2022.11 | 83.9 | — | — | |
| DSSI2026.01 | 83.4 | 81.8 | 86.2 | |
| WSDT2026.01 | 82 | 74.8 | 82.8 | |
| VSP2026.01 | 80.6 | 73.2 | 84 | |
| InSTmode=img2img, comparison_target=StyleFormer2022.11 | 78.2 | — | — | |
| StyleShot2026.01 | 76.6 | 73.4 | 77 | |
| StyleAligned2026.01 | 74.4 | 72.8 | 74.2 | |
| InSTmode=img2img, comparison_target=ArtFlow2022.11 | 72.4 | — | — | |
| InstaStyle2026.01 | 72 | 70.8 | 65.4 | |
| InstantStyle2026.01 | 71.2 | 71 | 66.8 | |
| InSTmode=img2img, comparison_target=StyTr22022.11 | 69 | — | — | |
| InSTmode=img2img, comparison_target=AdaAttN2022.11 | 69 | — | — | |
| InSTmode=img2img, comparison_target=CAST2022.11 | 63.2 | — | — | |
| InSTmode=img2img, comparison_target=Textual Inversion (img2img)2022.11 | 62.1 | — | — | |
| X-Promptzero-shot=true2022.12 | 60 | 64 | 80 | |
| DEADiff2026.01 | 59.2 | 61.6 | 58.6 | |
| CSGO2026.01 | 57 | 60.2 | 55.8 | |
| AdaAttN2021.05 | 44.8 | 45.7 | 23.6 | |
| Textual Inversionmode=img2img2022.11 | 37.9 | — | — | |
| CAST2022.11 | 36.8 | — | — | |
| StyTr22022.11 | 31 | — | — | |
| AdaAttN2022.11 | 31 | — | — | |
| ArtFlow2022.11 | 27.6 | — | — | |
| ArtFlow2021.05 | 25.7 | 28.3 | 16.7 | |
| MCC2021.05 | 25.5 | 20.6 | 27.8 | |
| AdaIN2021.05 | 23.5 | 31.7 | 13.5 | |
| Prompt tuningzero-shot=true2022.12 | 23 | 27 | 82 | |
| StyleFormer2022.11 | 21.8 | — | — | |
| AAMS2021.05 | 18.2 | 19.4 | 14.8 | |
| IEST2022.11 | 16.1 | — | — |