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A Survey to Deep Facial Attribute Manipulation Methods

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Presentation on theme: "A Survey to Deep Facial Attribute Manipulation Methods"— Presentation transcript:

1 A Survey to Deep Facial Attribute Manipulation Methods
Part 3

2 Baseline CycleGAN ICCV2017 deadline: 201703
StarGAN CVPR2018 deadline:

3 ECCV2018 Deadline:201803

4 Introduction Generates a high-res face image for the low-res input that satisfies the given attributes. motivation 1) Handle unpaired training. (low/high-res and high-res attribute images may not necessarily align with each other) 2) Allow easy control of the appearance of the generated face via the input attributes.

5 Method

6 Method

7 Special Section of CVM 2018

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9 ECCV2018 Deadline:201803

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11 arXiv201705

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13 arXiv201803

14 Introduction Condition + Transfer motivation
Incapability of generating image by exemplars; Being unable to transfer multiple face attributes simultaneously Low quality of generated images, such as low-resolution or artifacts.

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16 Summary 创新点 功能 方法 单属性-多属性; Condition-transfer;
Fader Network; GANimation (ECCV 2018 Best Paper Mention) 方法 面向思路:解耦;残差; 面向功能 图片质量、条件性


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