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DeepLearning Paper List

A list of papers that we reviewd.

Contents

Computer-Vision

Self-Supervised Learning

Title Contributions Code reviewer
Diverse Image Generation via Self-Conditioned GANs(CVPR 2020)[pdf]
  • Self-Conditional GAN by clustering
  • Computing Dataset partition by clustering
code Young Woo Nam
Reference-Based Sketch Image Colorization using Augmented-Self Reference and Dense Semantic Correspondence(CVPR 2020)[pdf]
  • Augmented-Self Reference Generation
  • Spatially Corresponding Feature Transfer module(for Attribute transfer)
Not implemented(2021/02/14) Young Woo Nam
DeshuffleGAN: A Self-Supervised GAN to Improve Structure Learning(IEEE 2020)[pdf]
  • Apply idea that solve Jigsaw puzzle to GAN
Not implemented(2021/02/14) Young Woo Nam

Image-Synthesis

Title Contributions Code reviewer
ADGAN:Controllable Person Image Synthesis With Attribute-Decomposed GAN(CVPR 2020)[pdf]
  • Cloth Transfer by Decomposed Component Encoder and Global Texture Encoder
  • Texture Style Transfer using Fusion module
code Young Woo Nam

Others

Title Contributions Code reviewer
Cylindrical Convolutional Networks for Joint Object Detection and Viewpoint Estimation(CVPR 2020)[pdf]
  • Extract the view-specific feature conditioned on the object viewpoint that encodes structural information at each viewpoint
  • Differentiable argmax operator called sinusoidal soft-argmax that can manage sinusoidal
code Young Woo Nam

Etc

Title Contributions Code reviewer
Learn From Distributed Asynchronized GAN Without Sharing Medical Image Data(CVPR 2020)[pdf]
  • In clinical environment, Prviacy violation is critical point. So, this paper handle this problem by Synthesis image using GAN
code Young Woo Nam

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