Text-to-Image Generation on PIE-Bench

Metric: Background PSNR (higher is better)

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#	Model↕	Background PSNR▼	Extra Data	Paper	Date↕	Code
1	KV-Edit	35.87	No	KV-Edit: Training-Free Image Editing for Precise...	2025-02-24	Code
2	Virtual Inversion+Unified Attention Control+LCM	28.51	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
3	Virtual Inversion+ViMAEdit	28.27	No	Vision-guided and Mask-enhanced Adaptive Denoisi...	2024-10-14	Code
4	Virtual Inversion+Prompt-to-Prompt	27.52	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
5	Direct Inversion+Prompt-to-Prompt	27.22	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
6	Null-Text Inversion+Prompt-to-Prompt	27.03	No	Null-text Inversion for Editing Real Images usin...	2022-11-17	Code
7	Virtual Inversion+Prompt-to-Prompt+LCM	26.64	No	Inversion-Free Image Editing with Natural Language	2023-12-07	Code
8	Negative-Prompt Inversion+Prompt-to-Prompt	26.21	No	Negative-prompt Inversion: Fast Image Inversion ...	2023-05-26	-
9	StyleDiffusion+Prompt-to-Prompt	26.05	No	StyleDiffusion: Prompt-Embedding Inversion for T...	2023-03-28	Code
10	FireFlow	23.03	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code
11	Direct Inversion+MasaCtrl	22.64	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
12	Direct Inversion+Plug-and-Play	22.46	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
13	DDIM Inversion+Plug-and-Play	22.28	No	Plug-and-Play Diffusion Features for Text-Driven...	2022-11-22	Code
14	DDIM Inversion+MasaCtrl	22.17	No	MasaCtrl: Tuning-Free Mutual Self-Attention Cont...	2023-04-17	Code
15	Direct Inversion+Pix2Pix-Zero	21.53	No	Direct Inversion: Boosting Diffusion-based Editi...	2023-10-02	Code
16	DDIM Inversion+Pix2Pix-Zero	20.44	No	Zero-shot Image-to-Image Translation	2023-02-06	Code
17	DDIM Inversion+Prompt-to-Prompt	17.87	No	Prompt-to-Prompt Image Editing with Cross Attent...	2022-08-02	Code
18	FireFlow (Add Q)	16.49	No	FireFlow: Fast Inversion of Rectified Flow for I...	2024-12-10	Code

#1KV-EditSOTA
35.87
Background PSNR· 2025-02-24
KV-Edit: Training-Free Image Editing for Precise Background Preservation Code
#2Virtual Inversion+Unified Attention Control+LCMSOTA
28.51
Background PSNR· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#3Virtual Inversion+ViMAEdit
28.27
Background PSNR· 2024-10-14
Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing Code
#4Virtual Inversion+Prompt-to-Prompt
27.52
Background PSNR· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#5Direct Inversion+Prompt-to-PromptSOTA
27.22
Background PSNR· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#6Null-Text Inversion+Prompt-to-PromptSOTA
27.03
Background PSNR· 2022-11-17
Null-text Inversion for Editing Real Images using Guided Diffusion Models Code
#7Virtual Inversion+Prompt-to-Prompt+LCM
26.64
Background PSNR· 2023-12-07
Inversion-Free Image Editing with Natural Language Code
#8Negative-Prompt Inversion+Prompt-to-Prompt
26.21
Background PSNR· 2023-05-26
Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models
#9StyleDiffusion+Prompt-to-Prompt
26.05
Background PSNR· 2023-03-28
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Code
#10FireFlow
23.03
Background PSNR· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code
#11Direct Inversion+MasaCtrl
22.64
Background PSNR· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#12Direct Inversion+Plug-and-Play
22.46
Background PSNR· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#13DDIM Inversion+Plug-and-Play
22.28
Background PSNR· 2022-11-22
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Code
#14DDIM Inversion+MasaCtrl
22.17
Background PSNR· 2023-04-17
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing Code
#15Direct Inversion+Pix2Pix-Zero
21.53
Background PSNR· 2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code Code
#16DDIM Inversion+Pix2Pix-Zero
20.44
Background PSNR· 2023-02-06
Zero-shot Image-to-Image Translation Code
#17DDIM Inversion+Prompt-to-PromptSOTA
17.87
Background PSNR· 2022-08-02
Prompt-to-Prompt Image Editing with Cross Attention Control Code
#18FireFlow (Add Q)
16.49
Background PSNR· 2024-12-10
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing Code