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

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

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

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-

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.

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

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

Mathematica Tutorial: Advanced Numerical Differential ...

NDSolve can solve a mixed system of differential and algebraic equations, referred to as differen-tial-algebraic equations (DAEs). In fact, the example given is a sort of DAE, where the equa-tions are not expressed explicitly in terms of the derivatives. Typically, however, in …

  Differential, Ital, Differen tial, Differen

MCP3201 - 2.7V 12-Bit A/D Converter with SPI Serial ...

Aug 02, 2011 · circuitry. The device provides a single pseudo-differen-tial input. Differential Nonlinearity (DNL) is specified at ±1 LSB, and Integral Nonlinearity (INL) is offered in ±1 LSB (MCP3201-B) and ±2 LSB (MCP3201-C) versions. Communication with the device is done using a simple serial interface compatible with the SPI protocol.

  Differential, Ital, Differen tial, Differen

Stresses: Beams in Bending - MIT OpenCourseWare

We show the longitudinal differen-tial elements near the top of the beam in compression, the ones x ρ A' ∆φ B' ∆s y ∆x A C B D y Before After C' near the bottom in tension – the anticipated effect of a positive bending moment M b, the kind D' shown. We expect then that there is some longitudinal axis which is

  Mit opencourseware, Opencourseware, Ital, Bending, Differen tial, Differen

CIRCUITS WITH RESISTORS, BATTERIES, AMMETERS AND ...

dt is referred to as the differen-tial resistance. If a circuit element is referred to as a resistor, its resistance is assumed to be constant. Finally, the Joule’s law: fact 5: The power dissipated on a circuit element P= IV, where Vis the voltage on its leads, and I— the current through it. Alternatively, bearing in mind that I= Q/t,

  Ital, Differen tial, Differen

3.5 Pendulum period - MIT

Jan 16, 2009 · speed, so it is easy to analyze without solving differen-tial equations. 72 72 72 72 3.5 Pendulum period 72 2009-02-10 19:40:05 UTC / rev 4d4a39156f1e Even if the analysis of the conical pendulum is simple, how is it relevant to the motion of a one-dimensional pendulum?

  Pendulum, Ital, Differen tial, Differen

AD598 LVDT Signal Conditioner - Analog Devices

The AD598 is a complete, monolithic Linear Variable Differen-tial Transformer (LVDT) signal conditioning subsystem. It is used in conjunction with LVDTs to convert transducer mechan-ical position to a unipolar or bipolar dc voltage with a high degree of accuracy and repeatability. All circuit functions are included on the chip.

  Devices, Analog devices, Analog, Ital, Differen tial, Differen

Copenhagen Psychosocial Questionnaire (COPSOQ)

practical problems with this scale (Differen-tial Item Function). We now propose a new scale (items b, d, e, f) for the long as well as the medium version. Work pace could be measured with item a. Overtime should be measured independently and not be part of a scale. COGNITIVE DEMANDS: Do you have to keep your eyes on lots of things while you work?

  Questionnaire, Psychosocial, Copenhagen, Ital, Differen tial, Differen, Copenhagen psychosocial questionnaire, Copsoq

Loadbearing Architectural Precast Concrete Wall Panels

makes it more tolerant of any differen­ tial settlement. Curves are easily handled by precast concrete. On curved panels, a continu­ ous supporting ledge cast on the inside face is preferred to provide bearing for floor/roof members and to stiffen the panels to minimize warpage. The Po­ lice Administration Building in

  Ital, Differen, 173 tial