Image Generation on Cityscapes Labels-to-Photo

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	DP-SIMS (ConvNext-L)	76.3	No	Unlocking Pre-trained Image Backbones for Semant...	2023-12-20	-
2	DP-GAN	73.6	No	Dual Pyramid Generative Adversarial Networks for...	2022-10-08	Code
3	OASIS	69.3	No	You Only Need Adversarial Supervision for Semant...	2020-12-08	Code
4	SPADE + SESAME	66	No	SESAME: Semantic Editing of Scenes by Adding, Ma...	2020-04-10	Code
5	CC-FPSE	65.5	No	Learning to Predict Layout-to-image Conditional ...	2019-10-15	Code
6	SPADE + FFL	64.2	No	Focal Frequency Loss for Image Reconstruction an...	2020-12-23	Code
7	CC-FPSE-AUG	63.1	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
8	SPADE	62.3	No	Semantic Image Synthesis with Spatially-Adaptive...	2019-03-18	Code
9	pix2pixHD	58.3	No	High-Resolution Image Synthesis and Semantic Man...	2017-11-30	Code
10	Pix2PixHD-AUG	58	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
11	CRN	52.4	No	Photographic Image Synthesis with Cascaded Refin...	2017-07-28	-
12	SIMS	47.2	No	Semi-parametric Image Synthesis	2018-04-29	Code
13	USIS	44.78	No	USIS: Unsupervised Semantic Image Synthesis	2021-09-29	Code
14	USIS-Wavelet	42.32	No	Wavelet-based Unsupervised Label-to-Image Transl...	2023-05-16	Code

#1DP-SIMS (ConvNext-L)SOTA
76.3
mIoU· 2023-12-20
Unlocking Pre-trained Image Backbones for Semantic Image Synthesis
#2DP-GANSOTA
73.6
mIoU· 2022-10-08
Dual Pyramid Generative Adversarial Networks for Semantic Image Synthesis Code
#3OASISSOTA
69.3
mIoU· 2020-12-08
You Only Need Adversarial Supervision for Semantic Image Synthesis Code
#4SPADE + SESAMESOTA
66
mIoU· 2020-04-10
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects Code
#5CC-FPSESOTA
65.5
mIoU· 2019-10-15
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis Code
#6SPADE + FFL
64.2
mIoU· 2020-12-23
Focal Frequency Loss for Image Reconstruction and Synthesis Code
#7CC-FPSE-AUG
63.1
mIoU· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#8SPADESOTA
62.3
mIoU· 2019-03-18
Semantic Image Synthesis with Spatially-Adaptive Normalization Code
#9pix2pixHDSOTA
58.3
mIoU· 2017-11-30
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Code
#10Pix2PixHD-AUG
58
mIoU· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#11CRNSOTA
52.4
mIoU· 2017-07-28
Photographic Image Synthesis with Cascaded Refinement Networks
#12SIMS
47.2
mIoU· 2018-04-29
Semi-parametric Image Synthesis Code
#13USIS
44.78
mIoU· 2021-09-29
USIS: Unsupervised Semantic Image Synthesis Code
#14USIS-Wavelet
42.32
mIoU· 2023-05-16
Wavelet-based Unsupervised Label-to-Image Translation Code