Meta-Transfer Learning for Few-Shot Learning

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

The Effects of Extensive Reading on English Vocabulary ...

According to Glass (1976), meta–analysis is “the statistical analysis of a large collection of analysis results from individual studies for the purpose of integrating the findings” (p. 3). A meta–analysis can be used to confirm the

  Team, Reading, Effect, Extensive, A meta, The effects of extensive reading on

A Meta-Analysis of the Facial Feedback Literature

Apr 11, 2019 · This meta-analysis suggests that posed emotional facial expressions influence self-reported emotional experience. However, the size of these effects varies and tends to be small. Keywords: emotion, facial feedback hypothesis, meta-analysis, replication “Sometimes your joy is the source of your smile, but sometimes your

  Analysis, Team, Literature, Feedback, Facial, A meta, Analysis of the facial feedback literature

Sample Meta-Analysis - American Psychological Association

Sample Meta-Analysis (The numbers refer to numbered sec-tions in the Publication Manual. This abridged manuscript illus-trates the organizational structure characteristic of reports of meta-analyses. Of course, a complete meta-analysis would …

  Analysis, Team, Meta analysis

Evaluation of Evidence-Based Practices in Online Learning

meta-analysis expert, deserves a special thanks for his advice and sharing of unpublished work on meta-analysis methodology as well as his careful review of an earlier version of this report. Many U.S. Department of Education staff members contributed to the completion of this report.

  Team, Online

De Dreu Weingart Task-Conflict Meta-Analysis

The meta-analysis covers the period that begins with the publi-cation of the pioneering study by Jehn (1994) and ends with the Academy of Management Conference in August 2001. The re-search published prior to 1994 used general measures of conflict without differentiating between task and relationship conflict and

  Team

ESG AND FINANCIAL PERFORMANCE - NYU

Meta-studies examining the relationship between ESG and financial performance have a decades-long history. Almost all the articles they cover, however, were written before 2015. Those analyses found positive correlations between ESG performance and operational efficiencies, stock performance and lower cost of capital.

  Team

SONAL N. MEHTA (SBN 222086) WILMER CUTLER PICKERING …

META PLATFORMS, INC. UNITED STATES DISTRICT COURT NORTHERN DISTRICT OF CALIFORNIA SAN JOSE DIVISION JOHN STOSSEL, an individual, Plaintiff, v. FACEBOOK, INC., a Delaware corporation; SCIENCE FEEDBACK, a French non-profit organization; and CLIMATE FEEDBACK, a French non-profit organization, Defendants. ) ) ) ) ) ) ) ) ) ) ) ) ) ) )

  Team

Journal of Personality and Social Psychology

Keywords: longitudinal studies, meta-analysis, prospective effects, self-esteem, social relationships A longstanding assumption in psychology is that social relation-ships play a key role in shaping individuals’ self-esteem (e.g., Leary, 2012), …

  Social, Team, Personality, Psychology, Of personality and social psychology

DETAILED REPORT Adversarial Threat Report

departments and time zones across Meta. Today’s network disruption report for the first time brings together multiple takedowns for distinct violations of our security policies, including the first public takedowns under two new protocols launched in the last six months. The networks used different behaviors, but all have

  Team