1 Image, 2*2 Stitchi on PIE-Bench

Metric: CLIPSIM (higher is better)

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#	Model↕	CLIPSIM▼	Extra Data	Paper	Date↕	Code
1	FireFlow (Add Q)	27.33	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
2	FireFlow	26.02	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
3	Virtual Inversion+ViMAEdit	25.91	No	Vision-guided and Mask-enhanced Adaptive Denoisi...	2024-10-14	Code
4	KV-Edit	25.63	No	KV-Edit: Training-Free Image Editing for Precise...	2025-02-24	Code
5	Direct Inversion+Plug-and-Play	25.41	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
6	DDIM Inversion+Plug-and-Play	25.41	No	Plug-and-Play Diffusion Features for Text-Driven...	2022-11-22	Code
7	Virtual Inversion+Unified Attention Control+LCM	25.03	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
8	Direct Inversion+Prompt-to-Prompt	25.02	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
9	DDIM Inversion+Prompt-to-Prompt	25.01	No	Prompt-to-Prompt Image Editing with Cross Attent...	2022-08-02	Code
10	Virtual Inversion+Prompt-to-Prompt	24.89	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
11	StyleDiffusion+Prompt-to-Prompt	24.78	No	StyleDiffusion: Prompt-Embedding Inversion for T...	2023-03-28	Code
12	Null-Text Inversion+Prompt-to-Prompt	24.75	No	Null-text Inversion for Editing Real Images usin...	2022-11-17	Code
13	Negative-Prompt Inversion+Prompt-to-Prompt	24.61	No	Negative-prompt Inversion: Fast Image Inversion ...	2023-05-26	-
14	Virtual Inversion+Prompt-to-Prompt+LCM	24.57	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
15	Direct Inversion+MasaCtrl	24.38	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
16	DDIM Inversion+MasaCtrl	23.96	No	MasaCtrl: Tuning-Free Mutual Self-Attention Cont...	2023-04-17	Code
17	Direct Inversion+Pix2Pix-Zero	23.31	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
18	DDIM Inversion+Pix2Pix-Zero	22.8	No	Zero-shot Image-to-Image Translation	2023-02-06	Code

#1FireFlow (Add Q)SOTA
27.33
CLIPSIM· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#2FireFlow
26.02
CLIPSIM· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#3Virtual Inversion+ViMAEditSOTA
25.91
CLIPSIM· 2024-10-14
Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing Code
#4KV-Edit
25.63
CLIPSIM· 2025-02-24
KV-Edit: Training-Free Image Editing for Precise Background Preservation Code
#5Direct Inversion+Plug-and-Play
25.41
CLIPSIM· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#6DDIM Inversion+Plug-and-PlaySOTA
25.41
CLIPSIM· 2022-11-22
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Code
#7Virtual Inversion+Unified Attention Control+LCM
25.03
CLIPSIM· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#8Direct Inversion+Prompt-to-Prompt
25.02
CLIPSIM· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#9DDIM Inversion+Prompt-to-PromptSOTA
25.01
CLIPSIM· 2022-08-02
Prompt-to-Prompt Image Editing with Cross Attention Control Code
#10Virtual Inversion+Prompt-to-Prompt
24.89
CLIPSIM· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#11StyleDiffusion+Prompt-to-Prompt
24.78
CLIPSIM· 2023-03-28
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Code
#12Null-Text Inversion+Prompt-to-Prompt
24.75
CLIPSIM· 2022-11-17
Null-text Inversion for Editing Real Images using Guided Diffusion Models Code
#13Negative-Prompt Inversion+Prompt-to-Prompt
24.61
CLIPSIM· 2023-05-26
Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models
#14Virtual Inversion+Prompt-to-Prompt+LCM
24.57
CLIPSIM· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#15Direct Inversion+MasaCtrl
24.38
CLIPSIM· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#16DDIM Inversion+MasaCtrl
23.96
CLIPSIM· 2023-04-17
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing Code
#17Direct Inversion+Pix2Pix-Zero
23.31
CLIPSIM· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#18DDIM Inversion+Pix2Pix-Zero
22.8
CLIPSIM· 2023-02-06
Zero-shot Image-to-Image Translation Code