VAE is a generative model that “provides probabilistic description of observations in potential Spaces”. Put simply, this means stores attributes as probability distributions. The idea variational auto-encoders or deeply rooted the methods DB Bayesian and graphical models. This piece work will discuss Structure, Loss Function, Translation, our final effects.

In previously reported double-blind experiments, electrodermal activity (EDA) monitored during display of randomly selected photographs showed that EDA was higher before emotional photos than before calm photos (p 1⁄4 0.002). This differential effect, suggestive of precognition, was dubbed ‘‘presentiment.’’ Three new double-blind experiments were conducted in an attempt to replicate the origina...

This project will automate the process of forming visual shows based on audio processing. Similar to the way computer based visualizers parse audio files, this project will process audio signals and use them to generate a photo visualizer. Based on different properties of music such as beat, tempo, frequency range, and volume, it’s possible to map these properties onto a photo visualizer design...

We developed two browsers to support large photo collections on PDAs. Our first browser uses a traditional, folder-based layout that utilizes either the user’s manually created organization structure, or a system-generated structure. Our second browser uses a novel interface that is based on a vertical, zoomable timeline. This Timeline browser does not require users to organize their photos, bu...

Despite the rapid adoption of Facebook as a means of photo sharing, minimal research has been conducted to understand user gratification behind this activity. In order to address this gap, the current study examines users’ gratifications in sharing photos on Facebook by applying Uses and Gratification (U&G) theory. An online survey completed by 368 respondents identified six different gratifica...

In recent years, due to the wide spread of photo sharing Web sites such as Flickr and Picasa, we can put our own photos on the Web and show them to the public easily. To make the photos searched for easily, it is common to add several keywords which are called as “tags” when we upload photos. However, most of the tags are added one by one independently without much consideration of association ...

In this supplementary material, we provide further details for each of our Amazon Mechanical Turk (MTurk) tasks, and on our implementation. The data from all of our experiments is fully open and available on-line at http://opensurfaces.cs.cornell.edu/. Statistics about the experiments and the results are also hosted online, and they will be continually updated as the database grows. Task descri...