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9.22k
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO 2017 val
SD using SDEdit (evaluated under color stroke)
https://arxiv.org/abs/2305.11520v6
FID
32.93
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO 2017 val
SD using SDEdit (evaluated under color stroke)
https://arxiv.org/abs/2305.11520v6
CLIP Score
0.2257
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO 2017 val
SD using SDEdit
https://arxiv.org/abs/2305.11520v6
FID
71.16
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO 2017 val
SD using SDEdit (evaluated under image palette)
https://arxiv.org/abs/2305.11520v6
CLIP Score
0.2138
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
MIGC
https://arxiv.org/abs/2402.05408v2
instance success rate
0.66
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
MIGC
https://arxiv.org/abs/2402.05408v2
mIoU
0.56
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
ReCo
https://arxiv.org/abs/2211.15518v1
instance success rate
0.55
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
ReCo
https://arxiv.org/abs/2211.15518v1
mIoU
0.49
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Instance Diffusion (zero-shot)
https://arxiv.org/abs/2402.03290v1
instance success rate
0.51
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Instance Diffusion (zero-shot)
https://arxiv.org/abs/2402.03290v1
mIoU
0.46
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Gligen (zero-shot)
https://arxiv.org/abs/2301.07093v2
instance success rate
0.30
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Gligen (zero-shot)
https://arxiv.org/abs/2301.07093v2
mIoU
0.27
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Box-Diffusion (zero-shot)
https://arxiv.org/abs/2307.10816v4
instance success rate
0.16
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
COCO-MIG
Box-Diffusion (zero-shot)
https://arxiv.org/abs/2307.10816v4
mIoU
0.26
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
Sana
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
54.22
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
Pixart Sigma
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
60.15
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
RadEdit
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
69.69
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
LLM-CXR
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
71.24
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V3.5 Medium (LoRA r128)
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
74.58
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
Lumina 2.0 (LoRA r128)
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
88.28
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V3.5 Medium (LoRA r32)
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
93.10
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
Lumina 2.0 (LoRA r32)
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
101.19
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V1-5
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
118.93
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
Flux.1-Dev (LoRA r32)
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
122.40
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V1-4
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
125.18
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V2-1
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
186.53
Image Generation > Text-to-Image Generation > Conditional Text-to-Image Synthesis
MIMIC-CXR
SD V2
https://arxiv.org/abs/2505.10496v1
FID (RadDino)
194.72
Image Generation > Image Inpainting
ImageNet
WavePaint
https://arxiv.org/abs/2307.00407v1
FID
3.21
Image Generation > Image Inpainting
ImageNet
DDNM
https://arxiv.org/abs/2212.00490v2
PSNR
32.06
Image Generation > Image Inpainting
ImageNet
DDNM
https://arxiv.org/abs/2212.00490v2
SSIM
0.968
Image Generation > Image Inpainting
ImageNet
DDNM
https://arxiv.org/abs/2212.00490v2
FID
3.89
Image Generation > Image Inpainting
ImageNet
DDRM
https://arxiv.org/abs/2212.00490v2
PSNR
31.73
Image Generation > Image Inpainting
ImageNet
DDRM
https://arxiv.org/abs/2212.00490v2
SSIM
0.966
Image Generation > Image Inpainting
ImageNet
DDRM
https://arxiv.org/abs/2212.00490v2
FID
4.82
Image Generation > Image Inpainting
ImageNet
RePaint
https://arxiv.org/abs/2212.00490v2
PSNR
31.87
Image Generation > Image Inpainting
ImageNet
RePaint
https://arxiv.org/abs/2212.00490v2
SSIM
0.963
Image Generation > Image Inpainting
ImageNet
RePaint
https://arxiv.org/abs/2212.00490v2
FID
12.31
Image Generation > Image Inpainting
ImageNet
A+y
https://arxiv.org/abs/2212.00490v2
PSNR
14.52
Image Generation > Image Inpainting
ImageNet
A+y
https://arxiv.org/abs/2212.00490v2
SSIM
0.799
Image Generation > Image Inpainting
ImageNet
A+y
https://arxiv.org/abs/2212.00490v2
FID
72.71
Image Generation > Image Inpainting
Apolloscape Inpainting
DVI
https://arxiv.org/abs/2007.08854v1
RMSE
9.633
Image Generation > Image Inpainting
FFHQ 512 x 512
SH-GAN
https://arxiv.org/abs/2211.03700v1
FID
3.4
Image Generation > Image Inpainting
FFHQ 512 x 512
TFill
https://arxiv.org/abs/2104.00845v2
FID
3.50
Image Generation > Image Inpainting
FFHQ 512 x 512
CoModGAN
https://arxiv.org/abs/2103.10428v1
P-IDS
16.6%
Image Generation > Image Inpainting
FFHQ 512 x 512
CoModGAN
https://arxiv.org/abs/2103.10428v1
U-IDS
29.4%
Image Generation > Image Inpainting
FFHQ 512 x 512
CoModGAN
https://arxiv.org/abs/2103.10428v1
FID
3.7
Image Generation > Image Inpainting
Places2
ASUKA
https://arxiv.org/abs/2312.04831v3
FID
1.230
Image Generation > Image Inpainting
Places2
ASUKA
https://arxiv.org/abs/2312.04831v3
P-IDS
28.70
Image Generation > Image Inpainting
Places2
ASUKA
https://arxiv.org/abs/2312.04831v3
U-IDS
41.30
Image Generation > Image Inpainting
Places2
ASUKA
https://arxiv.org/abs/2312.04831v3
LPIPS
0.183
Image Generation > Image Inpainting
Places2
CM-GAN
https://arxiv.org/abs/2203.11947v3
FID
1.628
Image Generation > Image Inpainting
Places2
CM-GAN
https://arxiv.org/abs/2203.11947v3
P-IDS
20.96
Image Generation > Image Inpainting
Places2
CM-GAN
https://arxiv.org/abs/2203.11947v3
U-IDS
37.42
Image Generation > Image Inpainting
Places2
CM-GAN
https://arxiv.org/abs/2203.11947v3
LPIPS
0.189
Image Generation > Image Inpainting
Places2
MAT
https://arxiv.org/abs/2203.15270v3
FID
1.96
Image Generation > Image Inpainting
Places2
MAT
https://arxiv.org/abs/2203.15270v3
P-IDS
23.42
Image Generation > Image Inpainting
Places2
MAT
https://arxiv.org/abs/2203.15270v3
U-IDS
38.34
Image Generation > Image Inpainting
Places2
CoModGAN
https://arxiv.org/abs/2103.10428v1
FID
2.92
Image Generation > Image Inpainting
Places2
CoModGAN
https://arxiv.org/abs/2103.10428v1
P-IDS
19.64
Image Generation > Image Inpainting
Places2
CoModGAN
https://arxiv.org/abs/2103.10428v1
U-IDS
35.78
Image Generation > Image Inpainting
Places2
LAMA
https://arxiv.org/abs/2109.07161v2
FID
2.97
Image Generation > Image Inpainting
Places2
LAMA
https://arxiv.org/abs/2109.07161v2
P-IDS
13.09
Image Generation > Image Inpainting
Places2
LAMA
https://arxiv.org/abs/2109.07161v2
U-IDS
32.29
Image Generation > Image Inpainting
Places2
MADF
https://arxiv.org/abs/2104.13743v1
FID
7.53
Image Generation > Image Inpainting
Places2
MADF
https://arxiv.org/abs/2104.13743v1
P-IDS
6.00
Image Generation > Image Inpainting
Places2
MADF
https://arxiv.org/abs/2104.13743v1
U-IDS
23.78
Image Generation > Image Inpainting
Places2
ProFill
https://arxiv.org/abs/2005.11742v2
FID
7.7
Image Generation > Image Inpainting
Places2
ProFill
https://arxiv.org/abs/2005.11742v2
P-IDS
3.87
Image Generation > Image Inpainting
Places2
ProFill
https://arxiv.org/abs/2005.11742v2
U-IDS
21.19
Image Generation > Image Inpainting
Places2
ProFill
https://arxiv.org/abs/2005.11742v2
LPIPS
0.230
Image Generation > Image Inpainting
Places2
DeepFill v2
https://arxiv.org/abs/1806.03589v2
FID
9.27
Image Generation > Image Inpainting
Places2
DeepFill v2
https://arxiv.org/abs/1806.03589v2
P-IDS
4.01
Image Generation > Image Inpainting
Places2
DeepFill v2
https://arxiv.org/abs/1806.03589v2
U-IDS
21.32
Image Generation > Image Inpainting
Places2
CR-Fill
http://openaccess.thecvf.com//content/ICCV2021/html/Zeng_CR-Fill_Generative_Image_Inpainting_With_Auxiliary_Contextual_Reconstruction_ICCV_2021_paper.html
FID
9.657
Image Generation > Image Inpainting
Places2
CR-Fill
http://openaccess.thecvf.com//content/ICCV2021/html/Zeng_CR-Fill_Generative_Image_Inpainting_With_Auxiliary_Contextual_Reconstruction_ICCV_2021_paper.html
P-IDS
5.53
Image Generation > Image Inpainting
Places2
CR-Fill
http://openaccess.thecvf.com//content/ICCV2021/html/Zeng_CR-Fill_Generative_Image_Inpainting_With_Auxiliary_Contextual_Reconstruction_ICCV_2021_paper.html
U-IDS
22.90
Image Generation > Image Inpainting
Places2
CR-Fill
http://openaccess.thecvf.com//content/ICCV2021/html/Zeng_CR-Fill_Generative_Image_Inpainting_With_Auxiliary_Contextual_Reconstruction_ICCV_2021_paper.html
LPIPS
0.233
Image Generation > Image Inpainting
Places2
AOT GAN
https://arxiv.org/abs/2104.01431v1
FID
10.64
Image Generation > Image Inpainting
Places2
AOT GAN
https://arxiv.org/abs/2104.01431v1
P-IDS
3.07
Image Generation > Image Inpainting
Places2
AOT GAN
https://arxiv.org/abs/2104.01431v1
U-IDS
19.92
Image Generation > Image Inpainting
Places2
EdgeConnect
http://arxiv.org/abs/1901.00212v3
FID
12.66
Image Generation > Image Inpainting
Places2
EdgeConnect
http://arxiv.org/abs/1901.00212v3
P-IDS
1.93
Image Generation > Image Inpainting
Places2
EdgeConnect
http://arxiv.org/abs/1901.00212v3
U-IDS
15.87
Image Generation > Image Inpainting
Places2
TFill (20-50% free-form)
https://arxiv.org/abs/2104.00845v2
FID
22.13
Image Generation > Image Inpainting
Places2
SEELE
https://arxiv.org/abs/2401.16861v3
FID
24.40
Image Generation > Image Inpainting
Places2
HFill
https://arxiv.org/abs/2005.09704v1
FID
28.92
Image Generation > Image Inpainting
Places2
HFill
https://arxiv.org/abs/2005.09704v1
P-IDS
1.24
Image Generation > Image Inpainting
Places2
HFill
https://arxiv.org/abs/2005.09704v1
U-IDS
11.24
Image Generation > Image Inpainting
FFHQ 1024 x 1024
BRGM
https://arxiv.org/abs/2012.04567v5
LPIPS
0.19
Image Generation > Image Inpainting
FFHQ 1024 x 1024
BRGM
https://arxiv.org/abs/2012.04567v5
RMSE
24.28
Image Generation > Image Inpainting
FFHQ 1024 x 1024
BRGM
https://arxiv.org/abs/2012.04567v5
PSNR
21.33
Image Generation > Image Inpainting
FFHQ 1024 x 1024
BRGM
https://arxiv.org/abs/2012.04567v5
SSIM
0.84
Image Generation > Image Inpainting
FFHQ 1024 x 1024
SN-PatchGAN
https://arxiv.org/abs/2012.04567v5
LPIPS
0.24
Image Generation > Image Inpainting
FFHQ 1024 x 1024
SN-PatchGAN
https://arxiv.org/abs/2012.04567v5
RMSE
30.75
Image Generation > Image Inpainting
FFHQ 1024 x 1024
SN-PatchGAN
https://arxiv.org/abs/2012.04567v5
PSNR
19.67
Image Generation > Image Inpainting
FFHQ 1024 x 1024
SN-PatchGAN
https://arxiv.org/abs/2012.04567v5
SSIM
0.82
Image Generation > Image Inpainting
CelebA-HQ
MAT
https://arxiv.org/abs/2203.15270v3
FID
4.86
Image Generation > Image Inpainting
CelebA-HQ
MAT
https://arxiv.org/abs/2203.15270v3
P-IDS
13.83
Image Generation > Image Inpainting
CelebA-HQ
MAT
https://arxiv.org/abs/2203.15270v3
U-IDS
25.33
Image Generation > Image Inpainting
CelebA-HQ
WavePaint
https://arxiv.org/abs/2307.00407v1
FID
5.53