Multimodal Unsupervised Image-To-Image Translation 벤치마크

Multimodal Unsupervised Image-To-Image Translation on CelebA-HQ

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FID 낮을수록 좋음

Rank	Model	FID	Paper	Code	Year
1	StarGAN v2	13.73	StarGAN v2: Diverse Image Synthesis for Multiple Domains	clovaai/stargan-v2 · naver-ai/StyleMapGAN · mindslab-ai/hififace · +11	2019
2	MUNIT	31.4	Multimodal Unsupervised Image-to-Image Translation	eriklindernoren/PyTorch-GAN · nvlabs/MUNIT · taki0112/MUNIT-Tensorflow · +10	2018
3	MSGAN	33.1	Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis	HelenMao/MSGAN · JPlin/MSGAN	2019
4	DRIT	52.1	Diverse Image-to-Image Translation via Disentangled Representations	HsinYingLee/DRIT · taki0112/DRIT-Tensorflow · HsinYingLee/MDMM · +4	2018
5	StarGAN v2	13.73	StarGAN v2: Diverse Image Synthesis for Multiple Domains	clovaai/stargan-v2 · naver-ai/StyleMapGAN · mindslab-ai/hififace · +11	2019
6	MUNIT	31.4	Multimodal Unsupervised Image-to-Image Translation	eriklindernoren/PyTorch-GAN · nvlabs/MUNIT · taki0112/MUNIT-Tensorflow · +10	2018
7	MSGAN	33.1	Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis	HelenMao/MSGAN · JPlin/MSGAN	2019
8	DRIT	52.1	Diverse Image-to-Image Translation via Disentangled Representations	HsinYingLee/DRIT · taki0112/DRIT-Tensorflow · HsinYingLee/MDMM · +4	2018
9	StarGAN v2	13.73	StarGAN v2: Diverse Image Synthesis for Multiple Domains	clovaai/stargan-v2 · naver-ai/StyleMapGAN · mindslab-ai/hififace · +11	2019
10	MUNIT	31.4	Multimodal Unsupervised Image-to-Image Translation	eriklindernoren/PyTorch-GAN · nvlabs/MUNIT · taki0112/MUNIT-Tensorflow · +10	2018
11	MSGAN	33.1	Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis	HelenMao/MSGAN · JPlin/MSGAN	2019
12	DRIT	52.1	Diverse Image-to-Image Translation via Disentangled Representations	HsinYingLee/DRIT · taki0112/DRIT-Tensorflow · HsinYingLee/MDMM · +4	2018