GAN contains two networks which has two competing objectives:
Generator: the generator generates new data instances that are "similar" to the training data, in our case celebA images. Generator takes random latent vector and output a "fake" image of the same size as our reshaped celebA image.
Discriminator: the discriminator evaluate the authenticity of provided images; it classifies the images from the generator and the original image. Discriminator takes true of fake images and output the probability estimate ranging between 0 and 1.
Generative adversarial networks (GANs) are one of the hottest topics in deep learning. (GANs) are a class of artificial algorithms used in unsupervised learning algorithm, implemented by a system of two neural networks
Both networks are contesting with each other in the Zero-Sum Game Framework. Generative Adversarial Networks(GANs) are a set of models that basically learn to create synthetic data that is similar to input data it’s given.
| Year | Proceeding | Title | Comment |
|---|---|---|---|
| 2012 | NIPS 2012 | Image denoising and inpainting with deep neural networks [pdf] | |
| 2014 | GCPR 2014 | Mask-specific inpainting with deep neural networks [pdf] | |
| 2014 | NIPS 2014 | Deep Convolutional Neural Network for Image Deconvolution [pdf] | |
| 2015 | NIPS 2015 | Shepard Convolutional Neural Networks [pdf] [code] | |
| 2016 | CVPR 2016 | Context Encoders: Feature Learning by Inpainting [pdf] [code] | |
| 2016 | SIGGRAPH 2016 | High-resolution multi-scale neural texture synthesis [pdf] | |
| 2017 | CVPR 2017 | Semantic image inpainting with deep generative models [pdf] [code] | |
| 2017 | CVPR 2017 | High-resolution image inpainting using multi-scale neural patch synthesis [pdf] [code] | |
| 2017 | CVPR 2017 | Generative Face Completion [pdf] [code] | |
| 2017 | SIGGRAPH 2017 | Globally and Locally Consistent Image Completion [pdf] [code] | |
| 2018 | CVPR 2018 | Generative Image Inpainting with Contextual Attention [pdf] [code] | |
| 2018 | CVPR 2018 | Natural and Effective Obfuscation by Head Inpainting [pdf] | |
| 2018 | CVPR 2018 | Eye In-Painting With Exemplar Generative Adversarial Networks [pdf] [code] | |
| 2018 | CVPR 2018 | UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition [pdf] | |
| 2018 | CVPR 2018 | Disentangling Structure and Aesthetics for Style-aware Image Completion [pdf] | |
| 2018 | ECCV 2018 | Image Inpainting for Irregular Holes Using Partial Convolutions [pdf] [code] | |
| 2018 | ECCV 2018 | Contextual-based Image Inpainting: Infer, Match, and Translate [pdf] | |
| 2018 | ECCV 2018 | Shift-Net: Image Inpainting via Deep Feature Rearrangement [pdf] [code] | |
| 2018 | NIPS 2018 | Image Inpainting via Generative Multi-column Convolutional Neural Networks [pdf] [code] | |
| 2018 | TOG 2018 | Faceshop: Deep sketch-based face image editing [pdf] | |
| 2018 | ACM MM 2018 | Structural inpainting [pdf] | |
| 2018 | ACM MM 2018 | Semantic Image Inpainting with Progressive Generative Networks [pdf] [code] | |
| 2018 | BMVC 2018 | SPG-Net: Segmentation Prediction and Guidance Network for Image Inpainting [pdf] | |
| 2018 | BMVC 2018 | MC-GAN: Multi-conditional Generative Adversarial Network for Image Synthesi [pdf] [code] | |
| 2018 | ACCV 2018 | Face Completion iwht Semantic Knowledge and Collaborative Adversarial Learning [pdf] | |
| 2018 | ICASSP 2018 | Edge-Aware Context Encoder for Image Inpainting [pdf] | |
| 2018 | ICPR 2018 | Deep Structured Energy-Based Image Inpainting [pdf] [code] | |
| 2018 | AISTATS 2019 | Probabilistic Semantic Inpainting with Pixel Constrained CNNs [pdf] | |
| 2019 | ICRA 2019 | Empty Cities: Image Inpainting for a Dynamic-Object-Invariant Space [pdf] | |
| 2019 | AAAI 2019 | Video Inpainting by Jointly Learning Temporal Structure and Spatial Details [pdf] | Video |
| 2019 | CVPR 2019 | Pluralistic Image Completion [pdf] [code] [project] | |
| 2019 | CVPR 2019 | Deep Reinforcement Learning of Volume-guided Progressive View Inpainting for 3D Point Scene Completion from a Single Depth Image [pdf] | |
| 2019 | CVPR 2019 | Foreground-aware Image Inpainting [pdf] | |
| 2019 | CVPR 2019 | Privacy Protection in Street-View Panoramas using Depth and Multi-View Imagery [pdf] | |
| 2019 | CVPR 2019 | Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting [pdf] [code] | |
| 2019 | CVPR 2019 | Deep Flow-Guided Video Inpainting [pdf] [project] | Video |
| 2019 | CVPR 2019 | Deep video inapinting [pdf] | Video |
| 2019 | CVPR Workshop 2019 | VORNet: Spatio-temporally Consistent Video Inpainting for Object Removal [pdf] | Video |
| 2019 | TNNLS 2019 | PEPSI++: Fast and Lightweight Network for Image Inpainting [pdf] | |
| 2019 | IJCAI 2019 | MUSICAL: Multi-Scale Image Contextual Attention Learning for Inpainting [pdf] | |
| 2019 | IJCAI 2019 | Generative Image Inpainting with Submanifold Alignment [pdf] | |
| 2019 | ACM MM 2019 | Progressive Image Inpainting with Full-Resolution Residual Network [pdf] [code] | |
| 2019 | ACM MM 2019 | Deep Fusion Network for Image Completion [pdf] [code] | |
| 2019 | ACM MM 2019 | GAIN: Gradient Augmented Inpainting Network for Irregular Holes [pdf] | |
| 2019 | ACM MM 2019 | Single-shot Semantic Image Inpainting with Densely Connected Generative Networks [pdf] | |
| 2019 | ICCVW 2019 | EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning [pdf] [code] | |
| 2019 | ICCV 2019 | Coherent Semantic Attention for Image Inpainting [pdf] [code] | |
| 2019 | ICCV 2019 | StructureFlow: Image Inpainting via Structure-aware Appearance Flow [pdf] [code] | |
| 2019 | ICCV 2019 | Progressive Reconstruction of Visual Structure for Image Inpainting [pdf] [code] | |
| 2019 | ICCV 2019 | Localization of Deep Inpainting Using High-Pass Fully Convolutional Network [pdf] | |
| 2019 | ICCV 2019 | Image Inpainting with Learnable Bidirectional Attention Maps [pdf] [code] | |
| 2019 | ICCV 2019 | Free-Form Image Inpainting with Gated Convolution [pdf] [project] | |
| 2019 | ICCV 2019 | FiNet: Compatible and Diverse Fashion Image Inpainting [pdf] | Fashion |
| 2019 | ICCV 2019 | SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color [pdf] [code] | Face |
| 2019 | ICCV 2019 | Human Motion Prediction via Spatio-Temporal Inpainting [pdf] [code] | Motion |
| 2019 | ICCV 2019 | Copy-and-Paste Networks for Deep Video Inpainting [pdf] [code] | Video |
| 2019 | ICCV 2019 | Onion-Peel Networks for Deep Video Completion [pdf] [code] | Video |
| 2019 | ICCV 2019 | Free-form Video Inpainting with 3D Gated Convolution and Temporal PatchGAN [pdf] [code] | Video |
| 2019 | ICCV 2019 | An Internal Learning Approach to Video Inpainting [pdf] | Video |
| 2019 | ICCV 2019 | Vision-Infused Deep Audio Inpainting [pdf] [code] | Audio |
| 2019 | AAAI 2020 | Region Normalization for Image Inpainting [pdf] [code] |