Method and device for generating deceivable composite image by using GAN including generating neural network and discriminating neural network to allow …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for generating a deceivable composite image by using a GAN (Generative
Adversarial Network) including a generating and a discriminating neural network to allow a …

Learning method and learning device of pedestrian detector for robust surveillance based on image analysis by using GAN and testing method and testing device …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2020 - Google Patents
A method for learning a pedestrian detector to be used for robust surveillance or military
purposes based on image analysis is provided for a solution to a lack of labeled images and …

Learning method and testing method of object detector to be used for surveillance based on R-CNN capable of converting modes according to aspect ratios or scales …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for learning an object detector based on a region-based convolutional neural
network (R-CNN) capable of converting modes according to aspect ratios or scales of …

Visual anomaly detection system

SN Lim, D Diwinsky, YL Lin, X Bian - US Patent 10,475,174, 2019 - Google Patents
A generative adversarial network (GAN) system includes a generator neural sub-network
configured to receive one or more images depicting one or more objects. The generator …

Learning method and learning device for object detector to be used for surveillance based on convolutional neural network capable of converting modes according to …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for an object detector to be used for surveillance based on a convolutional neural
network capable of converting modes according to scales of objects is provided. The method …

System for local optimization of object detector based on deep neural network and method of creating local database therefor

JG Lee, JW Baek, KT Lim, YW Choi… - US Patent App. 17 …, 2022 - Google Patents
Provided is a method of creating a local database for local optimization of an object detector
based on a deep neural network. The method includes performing preprocessing on an …

Learning method and learning device for sensor fusion to integrate information acquired by radar capable of distance estimation and information acquired by camera …

K Kim, Y Kim, HK Kim, W Nam, S Boo, M Sung… - US Patent …, 2020 - Google Patents
A method for training a CNN by using a camera and a radar together, to thereby allow the
CNN to perform properly even when an object depiction ratio of a photographed image …

System and method for human and animal detection in low visibility

HK Kulhandjian, AC Davis, LLA Leong… - US Patent App. 17 …, 2022 - Google Patents
(57) ABSTRACT A system to search in a low visibility environment compris ing: an infrared
(IR) sensor and a radar unit to receive measurements in a first field of view; a microphone to …

Learning method and learning device for object detector based on CNN, adaptable to customers' requirements such as key performance index, using target object …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for learning parameters of an object detector based on a CNN adaptable to
customers' requirements such as KPI by using a target object merging network and a target …

Surveillance system for recognition in unlabeled videos with domain adversarial learning and knowledge distillation

K Sohn, X Yu, M Chandraker - US Patent 10,635,950, 2020 - Google Patents
A surveillance system is provided that includes a device configured to capture a video
sequence, formed from a set of unlabeled testing video frames, of a target area. The …