Text-to-Image Generation 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