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Multimodal Unsupervised Image-To-Image Translation 벤치마크

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

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FID 낮을수록 좋음

13.73 23.32 32.92 42.51 52.1 2018-04 2026-09 MUNIT — 31.4 (2018-04-12) MUNIT — 31.4 (2018-04-12) MUNIT — 31.4 (2018-04-12) DRIT — 52.1 (2018-08-02) DRIT — 52.1 (2018-08-02) DRIT — 52.1 (2018-08-02) MSGAN — 33.1 (2019-03-13) MSGAN — 33.1 (2019-03-13) MSGAN — 33.1 (2019-03-13) StarGAN v2 — 13.73 (2019-12-04) StarGAN v2 — 13.73 (2019-12-04) StarGAN v2 — 13.73 (2019-12-04) MUNIT — 31.4 (2018-04-12) StarGAN v2 — 13.73 (2019-12-04)
RankModel FID PaperCodeYear
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
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