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

#1FireFlow (Add Q)SOTA
70.9
Structure Distance· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#2DDIM Inversion+Prompt-to-PromptSOTA
69.43
Structure Distance· 2022-08-02
Prompt-to-Prompt Image Editing with Cross Attention Control Code
#3DDIM Inversion+Pix2Pix-Zero
61.68
Structure Distance· 2023-02-06
Zero-shot Image-to-Image Translation Code
#4Direct Inversion+Pix2Pix-Zero
49.22
Structure Distance· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#5DDIM Inversion+MasaCtrl
28.38
Structure Distance· 2023-04-17
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing Code
#6DDIM Inversion+Plug-and-Play
28.22
Structure Distance· 2022-11-22
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Code
#7FireFlow
27.1
Structure Distance· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#8Direct Inversion+MasaCtrl
24.7
Structure Distance· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#9Direct Inversion+Plug-and-Play
24.29
Structure Distance· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#10Negative-Prompt Inversion+Prompt-to-Prompt
16.17
Structure Distance· 2023-05-26
Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models
#11Virtual Inversion+Prompt-to-Prompt+LCM
15.61
Structure Distance· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#12Virtual Inversion+Prompt-to-Prompt
14.22
Structure Distance· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#13Virtual Inversion+Unified Attention Control+LCM
13.78
Structure Distance· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#14Null-Text Inversion+Prompt-to-Prompt
13.44
Structure Distance· 2022-11-17
Null-text Inversion for Editing Real Images using Guided Diffusion Models Code
#15Virtual Inversion+ViMAEdit
12.65
Structure Distance· 2024-10-14
Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing Code
#16Direct Inversion+Prompt-to-Prompt
11.65
Structure Distance· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#17StyleDiffusion+Prompt-to-Prompt
11.65
Structure Distance· 2023-03-28
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Code
#18KV-Edit
1.98
Structure Distance· 2025-02-24
KV-Edit: Training-Free Image Editing for Precise Background Preservation Code