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