1.6k citations · 1.7k across the 9 of their papers we have counts for
9 papers
Voices Obscured in Complex Environmental Settings (VOICES) corpus
Colleen Richey, Maria A. Barrios, Zeb Armstrong +11
This paper introduces the Voices Obscured In Complex Environmental Settings (VOICES) corpus, a freely available dataset under Creative Commons BY 4.0. This dataset will promote spe…
Deep Speech Denoising with Vector Space Projections
Jeff Hetherly, Paul Gamble, Maria Barrios +2
We propose an algorithm to denoise speakers from a single microphone in the presence of non-stationary and dynamic noise. Our approach is inspired by the recent success of neural n…
PySEAL: A Python wrapper implementation of the SEAL homomorphic encryption library
Alexander J. Titus, Shashwat Kishore, Todd Stavish +2
Motivation: The ability to perform operations on encrypted data has a growing number of applications in bioinformatics, with implications for data privacy in health care and biosec…
Audio Concept Classification with Hierarchical Deep Neural Networks
Mirco Ravanelli, Benjamin Elizalde, Karl Ni +1
Audio-based multimedia retrieval tasks may identify semantic information in audio streams, i.e., audio concepts (such as music, laughter, or a revving engine). Conventional Gaussia…
Monaural Audio Speaker Separation with Source Contrastive Estimation
Cory Stephenson, Patrick Callier, Abhinav Ganesh +1
We propose an algorithm to separate simultaneously speaking persons from each other, the "cocktail party problem", using a single microphone. Our approach involves a deep recurrent…
Sampled Image Tagging and Retrieval Methods on User Generated Content
Karl Ni, Kyle Zaragoza, Charles Foster +4
Traditional image tagging and retrieval algorithms have limited value as a result of being trained with heavily curated datasets. These limitations are most evident when arbitrary…
Mapping Images to Sentiment Adjective Noun Pairs with Factorized Neural Nets
Takuya Narihira, Damian Borth, Stella X. Yu +2
We consider the visual sentiment task of mapping an image to an adjective noun pair (ANP) such as "cute baby". To capture the two-factor structure of our ANP semantics as well as t…
YFCC100M: The New Data in Multimedia Research
Bart Thomee, David A. Shamma, Gerald Friedland +5
We present the Yahoo Flickr Creative Commons 100 Million Dataset (YFCC100M), the largest public multimedia collection that has ever been released. The dataset contains a total of 1…
Large-Scale Deep Learning on the YFCC100M Dataset
Karl Ni, Roger Pearce, Kofi Boakye +4
We present a work-in-progress snapshot of learning with a 15 billion parameter deep learning network on HPC architectures applied to the largest publicly available natural image an…