Semisupervised autoencoder for sentiment analysis

Z Zhang, S Zhai - US Patent 11,205,103, 2021 - Google Patents
(57) ABSTRACT A method of modelling data, comprising: training an objec tive function of a
linear classifier, based on a set of labeled data, to derive a set of classifier weights; defining …

Ranking approach to train deep neural nets for multilabel image annotation

Y Gong, KHT Leung, AT Toshev, S Ioffe… - US Patent 9,552,549, 2017 - Google Patents
BACKGROUND Automated image annotation may be done using neural networks. The
neural networks used for image annotation are trained to determine the most appropriate …

Systems and methods for image classification by correlating contextual cues with images

L Bourdev, B Paluri - US Patent 10,169,686, 2019 - Google Patents
US10169686B2 - Systems and methods for image classification by correlating contextual
cues with images - Google Patents US10169686B2 - Systems and methods for image …

Method, apparatus, and system for providing quality assurance for training a feature prediction model

R Kwant, A Mittal, N Pojman, Y Chen - US Patent 10,452,956, 2019 - Google Patents
An approach is provided for providing quality assurance for training a feature prediction
model. The approach involves training the feature prediction model to label one or more …

Scalable image matching

S Dube, S Ramesh, X Lin, ASK Dhua, CJ Taylor… - US Patent …, 2016 - Google Patents
BACKGROUND Image matching is a technique being used in computer vision, object
recognition, motion tracking, three-dimen sional (3D) modeling, and the like, which can be …

Accelerated discrete distribution clustering under wasserstein distance

J Ye, J Li, JZ Wang - US Patent 10,013,477, 2018 - Google Patents
Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering
discrete distributions under the Wasserstein distance with improved scalability. Three first …

Scalable image matching

S Dube, S Ramesh, X Lin, ASK Dhua, CJ Taylor… - US Patent …, 2017 - Google Patents
Various embodiments may increase scalability of image representations stored in a
database for use in image matching and retrieval. For example, a system providing image …

Extending question training data using word replacement

M Takaai - US Patent 10,860,948, 2020 - Google Patents
An information processing apparatus includes a selector and an extending unit. The selector
selects a word in question training data corresponding to a topic. The extending unit extends …

Outlier detection for streaming data using locality sensitive hashing

RR Rastogi - US Patent 10,778,707, 2020 - Google Patents
A matching record set with respect to a particular data record of a stream is identified based
on output values produced by a particular band of locality sensitive hash functions. Using …

Parallel prediction of multiple image aspects

M Kiapour, AG Kale, R Piramuthu, L Yu - US Patent 11,200,273, 2021 - Google Patents
Example embodiments that analyze images to characterize aspects of the images rely on a
same neural network to characterize multiple aspects in parallel. Because additional neural …