Finding Tiny Faces in the Wild With Generative Adversarial ...

faces, which are unfriendly for the face classifier. Toward-s this end, we design a refinement sub-network to recover some detailed information. In the discriminator network, the basic GAN [17, 12, 8] is trained to distinguish the real and fake high resolution images. To classify faces or non-

  Faces

Auto-DeepLab: Hierarchical Neural Architecture Search for ...

Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation Chenxi Liu1∗, Liang-Chieh Chen 2, Florian Schroff2, Hartwig Adam2, Wei Hua2, Alan Yuille1, Li Fei-Fei3 1Johns Hopkins University 2Google 3Stanford University Abstract Recently, NeuralArchitectureSearch(NAS)hassuccess-

Class-Balanced Loss Based on Effective Number of Samples

and large-scale datasets including ImageNet and iNatural-ist. Our results show that when trained with the proposed class-balanced loss, the network is able to achieve signifi-cant performance gains on long-tailed datasets. 1. Introduction The recent success of deep Convolutional Neural Net-works (CNNs) for visual recognition [26, 37, 38, 16] owes

  Scale, Visual, Recognition, Visual recognition

What Have We Learned From Deep Representations for …

what these powerful models actually have learned. In this paper we shed light on deep spatiotemporal net-works by visualizing what excites the learned models us-ing activation maximization by backpropagating on the in-put. We are the first to visualize the hierarchical features

  What, Have, Learned, What we have learned, Have learned

Squeeze-and-Excitation Networks - openaccess.thecvf.com

Squeeze-and-Excitation Networks Jie Hu1∗ Li Shen2∗ Gang Sun1 hujie@momenta.ai lishen@robots.ox.ac.uk sungang@momenta.ai 1 Momenta 2 Department of Engineering Science, University of Oxford Abstract Convolutional neural networks are built upon the con-

  Network, Excitation, Squeeze and excitation networks, Squeeze

RegularFace: Deep Face Recognition via Exclusive ...

RegularFace: Deep Face Recognition via Exclusive Regularization Kai Zhao Jingyi Xu Ming-Ming Cheng ∗ TKLNDST, CS, Nankai University kaiz.xyz@gmail.com cmm@nankai.edu.cn

  Zhao

Protecting World Leaders Against Deep Fakes

Protecting World Leaders Against Deep Fakes Shruti Agarwal and Hany Farid University of California, Berkeley Berkeley CA, USA {shrutiagarwal, hfarid}@berkeley.edu

PointNet: Deep Learning on Point Sets ... - CVF Open Access

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Charles R. Qi* Hao Su* Kaichun Mo Leonidas J. Guibas Stanford University

  Open, Learning, Points, Deep, Sets, Pointnet, Deep learning on point sets

Frustum PointNets for 3D Object Detection From RGB-D Data

Frustum PointNets for 3D Object Detection from RGB-D Data Charles R. Qi1∗ Wei Liu2 Chenxia Wu2 Hao Su3 Leonidas J. Guibas1 1Stanford University 2Nuro, Inc. 3UC San Diego Abstract In this work, we study 3D object detection from RGB-D data in both indoor and outdoor scenes.

ESRGAN: Enhanced Super-Resolution Generative Adversarial ...

ESRGAN: EnhancedSuper-Resolution Generative Adversarial Networks Xintao Wang 1, Ke Yu , Shixiang Wu2, Jinjin Gu3, Yihao Liu4, Chao Dong 2, Yu Qiao , and Chen Change Loy5 1 CUHK-SenseTime Joint Lab, The Chinese University of Hong Kong 2 Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences 3 The Chinese University of Hong Kong, …

  Network, Adversarial, Generative, Generative adversarial, Generative adversarial networks

GNU Image Manipulation Program - GIMP

The GIMP is suitable for a variety of image manipulation tasks, including photo retouching, image composition, and image construction. It has many capabilities. It can be used as a simple paint program, an expert quality photo retouching program, an online batch processing system, a mass production image renderer, an image format converter, etc.

  Image, Format, Pmgi, Image format

Digital Image Processing (CS/ECE 545) Introduction to ...

Image File Formats Hundreds of image file formats. Examples Tagged Image File Format (TIFF) Graphics Interchange Format (GIF) Portable Network Graphics (PNG) JPEG, BMP, Portable Bitmap Format (PBM), etc Image pixel values can be Grayscale: 0 – …

  Image, Processing, Format, Digital, Digital image processing, Cs ece

DISPLAYING MEDICAL IMAGES FROM A CD Obtaining a Viewer

Aug 05, 2013 · consumer format such as JPEG. Such images can be viewed with a picture viewer, but the information necessary to properly import and manage the images in a medical image archive, and diagnostic quality, may have been lost. Some manufacturers create CDs in a proprietary format unreadable by other manufacturers or viewers.

  Image, Format

Types of Digital Images - University of Technology, Iraq

Types of image data are divided into two primary categories: bitmap and vector. • Bitmap images (also called raster images) can be represented as 2-dimensional functions f(x,y), where they have pixel data and the corresponding gray-level values stored in some file format. • Vector images refer to methods of representing lines, curves, and

  Image, Format

I Executable and Linkable Format (ELF) - skyfree.org

ELF: Executable and Linkable Format A program header table, if present, tells the system how to create a process image. Files used to build a pro-cess image (execute a program) must have a program header table; relocatable files do not need one. A section header table contains information describing the file’s sections. Every section has an ...

  Image, Format

Apple ProRes

correction, and other image-processing operations. The ProRes family handles today’s popular chroma formats as follows: • 4:4:4 is the highest-quality format for preserving chroma detail. In 4:4:4 image sources, there is no subsampling, or averaging, of chroma information. There are three unique samples, either Y’, C B, and C R

  Image, Format, Apple, Repor, Apple prores

Information Note on Validity of E-Signatures

Information note on the format and validity features of electronic certificates for medicines issued by the European Medicines Agency. As of Monday 30 March 2020, EMA has implemented a new system to issue electronically signed and authenticated certificates for human and veterinary medicines. For more information see our . Press Release.

  Notes, Information, Format, Information note on