Transferring GANs簡介 - Transferring GANs generating images from limited data

22 Jun 2018 in Deep Learning / Computer Vision

Yaxing Wang, Chenshen Wu, Luis Herranz, Joost van de Weijer, Abel Gonzalez-Garcia, Bogdan Raducanu, “Transferring GANs: generating images from limited data”arXiv:1805.01677

ECCV 2018 paper

FCAN簡介 - Fully Convolutional Adaptation Networks for Semantic Segmentation

20 Jun 2018 in Deep Learning / Computer Vision

Yiheng Zhang, Zhaofan Qiu, Ting Yao, Dong Liu, Tao Mei, “Fully Convolutional Adaptation Networks for Semantic Segmentation”arXiv:1804.08286

這篇是CVPR 2018的paper

AdaptSegNet簡介 - Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

20 Jun 2018 in Deep Learning / Computer Vision

Yi-Hsuan Tsai, Wei-Chih Hung, Samuel Schulter, Kihyuk Sohn, Ming-Hsuan Yang, Manmohan Chandraker, “Learning to Adapt Structured Output Space for Semantic Segmentation”arXiv:1802.10349

這篇是CVPR 2018的spotlight

SA-GAN 介紹 - Self-Attention Generative Adversarial Networks

15 Jun 2018 in Deep Learning / Computer Vision

Han Zhang, Ian Goodfellow, Dimitris Metaxas, Augustus Odena, “Self-Attention Generative Adversarial Networks”arXiv:1805.08318

PMLR 2019 paper

MSDNet 介紹 - Multi-Scale Dense Networks for Resource Efficient Image Classification

12 Jun 2018 in Deep Learning / Computer Vision

Gao Huang, Danlu Chen, Tianhong Li, Felix Wu, Laurens van der Maaten, Kilian Q. Weinberger, “Multi-Scale Dense Networks for Resource Efficient Image Classification”arXiv:1703.09844

ICLR 2018 oral(不過我在網路上沒找到影片)，

Grad-CAM 介紹 - Grad-CAM:Visual Explanations from Deep Networks via Gradient-based Localization

04 Jun 2018 in Deep Learning / Computer Vision

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, Dhruv Batra, “Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization”arXiv:1610.02391

此篇為介紹CNN視覺化的一種方法Grad-CAM，看完後會對Attention或是CNN視覺化有個概念。

cGANs with projection介紹

01 Jun 2018 in Deep Learning / Computer Vision on GAN

Takeru Miyato, Masanori Koyama, “cGANs with Projection Discriminator arXiv:1802.05637

ICLR 2018 paper

MUNIT 介紹 - Multimodal Unsupervised Image-to-Image Translation

30 May 2018 in Deep Learning / Computer Vision on GAN

Xun Huang, Ming-Yu Liu, Serge Belongie, Jan Kautz, “Multimodal Unsupervised Image-to-Image Translation” arXiv preprint arXiv:1804.04732

ECCV 2018 paper

UNIT 介紹 - Unsupervised Image-to-Image Translation

25 May 2018 in Deep Learning / Computer Vision on GAN

Ming-Yu Liu, Thomas Breuel, Jan Kautz, “Unsupervised Image-to-Image Translation Networks” NIPS 2017 Spotlight, arXiv:1703.00848 2017

UNIT 是我認為在GAN領域中的一個很大的進展。