1 Image, 2*2 Stitchi on PIE-Bench

Metric: Background LPIPS (lower is better)

LeaderboardDataset

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#	Model↕	Background LPIPS▲	Extra Data	Paper	Date↕	Code
1	KV-Edit	9.92	No	KV-Edit: Training-Free Image Editing for Precise...	2025-02-24	Code
2	Virtual Inversion+ViMAEdit	45.67	No	Vision-guided and Mask-enhanced Adaptive Denoisi...	2024-10-14	Code
3	Virtual Inversion+Unified Attention Control+LCM	47.58	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
4	Virtual Inversion+Prompt-to-Prompt	47.98	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
5	Direct Inversion+Prompt-to-Prompt	54.55	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
6	Virtual Inversion+Prompt-to-Prompt+LCM	55.85	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
7	Null-Text Inversion+Prompt-to-Prompt	60.67	No	Null-text Inversion for Editing Real Images usin...	2022-11-17	Code
8	StyleDiffusion+Prompt-to-Prompt	66.1	No	StyleDiffusion: Prompt-Embedding Inversion for T...	2023-03-28	Code
9	Negative-Prompt Inversion+Prompt-to-Prompt	69.01	No	Negative-prompt Inversion: Fast Image Inversion ...	2023-05-26	-
10	Direct Inversion+MasaCtrl	87.94	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
11	Direct Inversion+Plug-and-Play	106.06	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
12	DDIM Inversion+MasaCtrl	106.62	No	MasaCtrl: Tuning-Free Mutual Self-Attention Cont...	2023-04-17	Code
13	DDIM Inversion+Plug-and-Play	113.46	No	Plug-and-Play Diffusion Features for Text-Driven...	2022-11-22	Code
14	FireFlow	123.6	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
15	Direct Inversion+Pix2Pix-Zero	138.98	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
16	DDIM Inversion+Pix2Pix-Zero	172.22	No	Zero-shot Image-to-Image Translation	2023-02-06	Code
17	DDIM Inversion+Prompt-to-Prompt	208.8	No	Prompt-to-Prompt Image Editing with Cross Attent...	2022-08-02	Code
18	FireFlow (Add Q)	239.4	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code

#1KV-EditSOTA
9.92
Background LPIPS· 2025-02-24
KV-Edit: Training-Free Image Editing for Precise Background Preservation Code
#2Virtual Inversion+ViMAEditSOTA
45.67
Background LPIPS· 2024-10-14
Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing Code
#3Virtual Inversion+Unified Attention Control+LCMSOTA
47.58
Background LPIPS· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#4Virtual Inversion+Prompt-to-PromptSOTA
47.98
Background LPIPS· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#5Direct Inversion+Prompt-to-PromptSOTA
54.55
Background LPIPS· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#6Virtual Inversion+Prompt-to-Prompt+LCM
55.85
Background LPIPS· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#7Null-Text Inversion+Prompt-to-PromptSOTA
60.67
Background LPIPS· 2022-11-17
Null-text Inversion for Editing Real Images using Guided Diffusion Models Code
#8StyleDiffusion+Prompt-to-Prompt
66.1
Background LPIPS· 2023-03-28
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Code
#9Negative-Prompt Inversion+Prompt-to-Prompt
69.01
Background LPIPS· 2023-05-26
Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models
#10Direct Inversion+MasaCtrl
87.94
Background LPIPS· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#11Direct Inversion+Plug-and-Play
106.06
Background LPIPS· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#12DDIM Inversion+MasaCtrl
106.62
Background LPIPS· 2023-04-17
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing Code
#13DDIM Inversion+Plug-and-Play
113.46
Background LPIPS· 2022-11-22
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Code
#14FireFlow
123.6
Background LPIPS· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#15Direct Inversion+Pix2Pix-Zero
138.98
Background LPIPS· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#16DDIM Inversion+Pix2Pix-Zero
172.22
Background LPIPS· 2023-02-06
Zero-shot Image-to-Image Translation Code
#17DDIM Inversion+Prompt-to-PromptSOTA
208.8
Background LPIPS· 2022-08-02
Prompt-to-Prompt Image Editing with Cross Attention Control Code
#18FireFlow (Add Q)
239.4
Background LPIPS· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code