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Info Title: Deep Flow-Guided Video Inpainting Task: Video Inpainting Author: Rui Xu, Xiaoxiao Li, Bolei Zhou, Chen Change Loy Date: May 2019 Arxiv: 1905.02884 Published: CVPR 2019 Abstract Video inpainting, which aims at filling in missing regions of a video, remains challenging due to the difficulty of preserving the precise sp...

What is DeepFakes Deepfake is a technique for human image synthesis based on artificial intelligence. It is used to combine and superimpose existing images and videos onto source images or videos using a machine learning technique known as generative adversarial network. DeepFakes(FaceSwap) Explained: Step by Step Extract Faces So here’s a ...

Info Title: Adversarial Feature Learning Task: Image Generation Author: Jeff Donahue, Philipp Krähenbühl, Trevor Darrell Date: May 2016 Arxiv: 1605.09782 Published: ICLR 2017 Abstract The ability of the Generative Adversarial Networks (GANs) framework to learn generative models mapping from simple latent distributions to arbitra...

DCGAN Implementation Genrator class Generator(nn.Module): def __init__(self): super(Generator, self).__init__() self.init_size = opt.img_size // 4 self.l1 = nn.Sequential(nn.Linear(opt.latent_dim, 128 * self.init_size ** 2)) self.conv_blocks = nn.Sequential( nn.BatchNorm2d(128), nn....

Info Title: Adversarially Learned Inference Task: Image Generation Author: Vincent Dumoulin, Ishmael Belghazi, Ben Poole, Alex Lamb, Martin Arjovsky, Olivier Mastropietro and Aaron Courville Date: June 2016 Arxiv: 1606.00704 Published: ICLR 2017 Abstract We introduce the adversarially learned inference (ALI) model, which jointly...

Info Title: StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Task: Text-to-Image Author: Han Zhang , Tao Xu, Hongsheng Li, Shaoting Zhang, Xiaogang Wang, Xiaolei Huang,, Dimitris Metaxas Date: Dec. 2016 Arxiv: 1612.03242 Published: ICCV 2017 Highlights Propose a novel Stacked...

Deep Convolutional GAN(DCGAN) The deep convolutional adversarial pair learns a hierarchy of representations from object parts to scenes in both the generator and discriminator. Additionally, we use the learned features for novel tasks - demonstrating their applicability as general image representations. DCGAN in PyTorch Genrator class Genera...

File Handler Base from abc import ABCMeta, abstractmethod class BaseFileHandler(object): __metaclass__ = ABCMeta # python 2 compatibility @abstractmethod def load_from_fileobj(self, file, **kwargs): pass @abstractmethod def dump_to_fileobj(self, obj, file, **kwargs): pass @abstractmethod def d...