10-shot image generation on PIE-Bench

Metric: Structure Distance (higher is better)

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#	Model↕	Structure Distance▼	Extra Data	Paper	Date↕	Code
1	FireFlow (Add Q)	70.9	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
2	DDIM Inversion+Prompt-to-Prompt	69.43	No	Prompt-to-Prompt Image Editing with Cross Attent...	2022-08-02	Code
3	DDIM Inversion+Pix2Pix-Zero	61.68	No	Zero-shot Image-to-Image Translation	2023-02-06	Code
4	Direct Inversion+Pix2Pix-Zero	49.22	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
5	DDIM Inversion+MasaCtrl	28.38	No	MasaCtrl: Tuning-Free Mutual Self-Attention Cont...	2023-04-17	Code
6	DDIM Inversion+Plug-and-Play	28.22	No	Plug-and-Play Diffusion Features for Text-Driven...	2022-11-22	Code
7	FireFlow	27.1	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
8	Direct Inversion+MasaCtrl	24.7	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
9	Direct Inversion+Plug-and-Play	24.29	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
10	Negative-Prompt Inversion+Prompt-to-Prompt	16.17	No	Negative-prompt Inversion: Fast Image Inversion ...	2023-05-26	-
11	Virtual Inversion+Prompt-to-Prompt+LCM	15.61	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
12	Virtual Inversion+Prompt-to-Prompt	14.22	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
13	Virtual Inversion+Unified Attention Control+LCM	13.78	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
14	Null-Text Inversion+Prompt-to-Prompt	13.44	No	Null-text Inversion for Editing Real Images usin...	2022-11-17	Code
15	Virtual Inversion+ViMAEdit	12.65	No	Vision-guided and Mask-enhanced Adaptive Denoisi...	2024-10-14	Code
16	Direct Inversion+Prompt-to-Prompt	11.65	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
17	StyleDiffusion+Prompt-to-Prompt	11.65	No	StyleDiffusion: Prompt-Embedding Inversion for T...	2023-03-28	Code
18	KV-Edit	1.98	No	KV-Edit: Training-Free Image Editing for Precise...	2025-02-24	Code