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HYPE: A Benchmark for Human eYe Perceptual Evaluation of Generative Models [article]

Sharon Zhou, Mitchell L. Gordon, Ranjay Krishna, Austin Narcomey, Li Fei-Fei, Michael S. Bernstein
2019 arXiv   pre-print
Generative models often use human evaluations to measure the perceived quality of their outputs.  ...  We construct Human eYe Perceptual Evaluation (HYPE) a human benchmark that is (1) grounded in psychophysics research in perception, (2) reliable across different sets of randomly sampled outputs from a  ...  We also thank Durim Morina and Gabby Wright for their contributions to the HYPE system and website. M.L.G. was supported by a Junglee Corporation Stanford Graduate Fellowship.  ... 
arXiv:1904.01121v4 fatcat:j2kvqxry3rcx5p7uppvb2gzd3a

Steganography and Steganalysis in Digital Multimedia: Hype or Hallelujah?

Anderson Rocha, Siome Goldenstein
2008 Revista de Informática Teórica e Aplicada  
In this tutorial, we introduce the basic theory behind Steganography and Steganalysis, and present some recent algorithms and developments of these fields.  ...  We show how the existing techniques used nowadays are related to Image Processing and Computer Vision, point out several trendy applications of Steganography and Steganalysis, and list a few great research  ...  Acknowledgments We thank the support of FAPESP (05/58103-3 and 07/52015-0) and CNPq (301278/2004 and 551007/2007-9). We also thank Dr. Valerie Miller for proof reading this article.  ... 
doi:10.22456/2175-2745.6014 fatcat:nxc5lzagcffctmbsrj4wnonbry

The "hype" of hydrops in classifying vestibular disorders: a narrative review

Marly F J A van der Lubbe, Akshayaa Vaidyanathan, Vincent Van Rompaey, Alida A Postma, Tjasse D Bruintjes, Dorien M Kimenai, Philippe Lambin, Marc van Hoof, Raymond van de Berg
2020 Journal of Neurology  
humans.  ...  To investigate the diagnostic value of clinical and radiological features, including the in vivo visualization of endolymphatic hydrops, for the classification and diagnosis of vestibular disorders.  ...  The approach of extracting and analyzing quantitative image features, which are sometimes not perceptual for the human eye, is referred to as Radiomics [97, 98] .  ... 
doi:10.1007/s00415-020-10278-8 pmid:33201310 pmcid:PMC7718205 fatcat:atm2zphopngx7kljs27hvlgpsq

Hype or Help? A Longitudinal Field Study of Virtual World Use for Team Collaboration

Viswanath Venkatesh, Jamie Windeler
2012 Journal of the AIS  
In sum, over time, the influence of team technology use on team cohesion is expected to increase because the technology becomes richer in the eyes of the users.  ...  We analyzed data at the team level and the results generally support our model, with agreeableness, conscientiousness, extraversion, openness, and computer self-efficacy interacting with time and technology  ...  To evaluate the potential value of VWs for organizations, we need to better understand the antecedents of VW use and the resulting impact of VW use on team performance.  ... 
doi:10.17705/1jais.00312 fatcat:m2lfsqqdgngjlj7jco22pttaay

Establishing an Evaluation Metric to Quantify Climate Change Image Realism [article]

Sharon Zhou, Alexandra Luccioni, Gautier Cosne, Michael S. Bernstein, Yoshua Bengio
2019 arXiv   pre-print
Because metrics for comparing the realism of different modes in a conditional generative model do not exist, we propose several automated and human-based methods for evaluation.  ...  In this paper, we focus on the evaluation of a conditional generative model that illustrates the consequences of climate change-induced flooding to encourage public interest and awareness on the issue.  ...  as HYPE (Human eYe Perceptual Evaluation) [14] , which use human evaluators to assess image realism.  ... 
arXiv:1910.10143v1 fatcat:oij4alkrw5ch3ex6gerv7a5nua

Establishing an evaluation metric to quantify climate change image realism

Sharon Zhou, Stanford University, United States of America, Alexandra Luccioni, Gautier Cosne, Michael S Bernstein, Yoshua Bengio, Mila, Université de Montréal, Canada, Mila, Université de Montréal, Canada, Stanford University, United States of America, Mila, Université de Montréal, Canada
2020 Informatica : Journal of Applied Machines Electrical Electronics Computer Science and Communication Systems  
Because metrics for comparing the realism of different modes in a conditional generative model do not exist, we propose several automated and human-based methods for evaluation.  ...  In this paper, we focus on the evaluation of a conditional generative model that illustrates the consequences of climate change-induced flooding to encourage public interest and awareness on the issue.  ...  as HYPE (Human eYe Perceptual Evaluation) [12] , which use human evaluators to assess image realism.  ... 
doi:10.47812/ijamecs2010105 fatcat:a3ggnzu345cvxkwd3chjl5jzcy

Pros and Cons of GAN Evaluation Measures: New Developments [article]

Ali Borji
2021 arXiv   pre-print
With the dramatic progress in generative modeling, a suite of new quantitative and qualitative techniques to evaluate models has emerged.  ...  Although some measures such as Inception Score, Frechet Inception Distance, Precision-Recall, and Perceptual Path Length are relatively more popular, GAN evaluation is not a settled issue and there is  ...  These measures typically focus on how convincing a generated image is from human perception perspective. Human Eye Perceptual Evaluation (HYPE) Zhou et al.  ... 
arXiv:2103.09396v3 fatcat:shsmleblqfgzfpa3w5mwt7xyma

Page 3401 of Psychological Abstracts Vol. 82, Issue 7 [page]

1995 Psychological Abstracts  
“y Calgary, os of ey AB, Canada) Assessment of push/pull and field study. Human Factors, 1aDe) vol 36(4), 684-699.  ...  The theoretical models often overlook inter- and intraindividual aspects of the activity.  ... 

What Is All the Hype About Height? A Semiotic Analysis of Sports Media, Smaller Athletes, and Ideology

Paul Cameron, Université D'Ottawa / University Of Ottawa, Université D'Ottawa / University Of Ottawa
2012
Based on the assumption that televised sport is a gendered and predominantly masculine genre, the focus of this analysis is to demonstrate whether or not professional male athletes are evaluated differently  ...  In both events, it was generally found that taller athletes were praised more positively than smaller athletes.  ...  of the human face.  ... 
doi:10.20381/ruor-5521 fatcat:6ybue6756jextltnriu77plga4

Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANs

Bradley Segal, David M. Rubin, Grace Rubin, Adam Pantanowitz
2021 SN Computer Science  
We release our source code, model weights, and an archive of labelled generates.  ...  We confirm these findings by evaluating synthetic classification model performance on real scans.  ...  Human eYe Perceptual Evaluation (HYPE) [56] in contrast to the aforementioned automated approaches, standardises the human evaluation of model generates by considering either the time necessary to discriminate  ... 
doi:10.1007/s42979-021-00720-7 pmid:34104898 pmcid:PMC8176276 fatcat:p2tgy6s3y5dsfoyebe5saoo3my

Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANs [article]

Bradley Segal, David M. Rubin, Grace Rubin, Adam Pantanowitz
2021 arXiv   pre-print
We confirm these findings by evaluating synthetic classification model performance on real scans.  ...  We provide an in depth review of the properties of varying pathologies seen on generates as well as an overview of the extent of disease diversity captured by the model.  ...  Human eYe Perceptual Evaluation (HYPE) [45] in contrast to the aforementioned automated approaches, standardises the human evaluation of model generates by considering either the time necessary to discriminate  ... 
arXiv:2010.03975v2 fatcat:7incgpatqzfjri2jvyljadv5bm

Interacting with Stock Market Data in a Virtual Environment [article]

Keith Nesbitt
2001 EUROVIS 2005: Eurographics / IEEE VGTC Symposium on Visualization  
It has been a goal of Virtual Environments to widen the human to computer bandwidth and so assist in the interpretation of these spaces by providing models that allow the user to interact 'naturally'.  ...  The aim of this work is to provide models that allow analysts to explore for new trading patterns in the stock market data. Some early results of this work are discussed.  ...  The integration of these models into the 'Workbench' was made possible with the assistance and support of Martin Göbel and Bernd Fröhlich from the Virtual Environment group.  ... 
doi:10.2312/vissym/vissym01/273-282 fatcat:6deyhjneb5bpvgggthdlwju45i

A State-of-the-Art Review on Image Synthesis with Generative Adversarial Networks

Lei Wang, Wei Chen, Wenjia Yang, Fangming Bi, Fei Richard Yu
2020 IEEE Access  
We also preview some likely future research directions in the field of GANs, such as video generation, facial animation synthesis and 3D face reconstruction.  ...  Generative Adversarial Networks (GANs) have achieved impressive results in various image synthesis tasks, and are becoming a hot topic in computer vision research because of the impressive performance  ...  [111] proposed a method called HUMAN EYE PERCEPTUAL EVALUATION (HYPE) to establish a gold standard human benchmark for generative realism. Grnarova et al.  ... 
doi:10.1109/access.2020.2982224 fatcat:p5uxjh4cybfw5grp6ldhkpukrm

Invertible Tone Mapping with Selectable Styles [article]

Zhuming Zhang and Menghan Xia and Xueting Liu and Chengze Li and Tien-Tsin Wong
2021 arXiv   pre-print
Our method is evaluated with a rich variety of HDR images and multiple tone mapping operators, which shows the superiority over relevant state-of-the-art methods.  ...  Particularly, our model supports pluggable style modulators, each of which bakes a specific tone mapping style, and thus favors the application flexibility.  ...  To evaluate the generality of our model, we intentionally use the challenging HDR-Eye and Fiarchild dataset as out evaluation dataset while use the rest for training, instead of randomly splitting the  ... 
arXiv:2110.04491v1 fatcat:2u2arbil55aarhxwczcxjsst2y

The Visual Web User Interface Design in Augmented Reality Technology

Chouyin Hsu, Haui-Chih Shiau
2013 International Journal of Advanced Computer Science and Applications  
The major tasks of the work include the exploration of Augmented Reality technology and the evaluation of the outputs of Augmented Reality.  ...  Augmented Reality effect enables users to represent parts of the digital objects on top of the physical surroundings.  ...  Rendering is the process of generating an image from a model, by means of computer programs.  ... 
doi:10.14569/ijacsa.2013.040218 fatcat:pbg4eq7apzb7xa6tsiokihfewq
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