Learning method and learning device for improving segmentation performance to be used for detecting events including pedestrian event, vehicle event, falling event …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A learning method for improving a segmentation performance to be used for detecting
events including a pedestrian event, a vehicle event, a falling event, and a fallen event using …

Target detection method, apparatus, and system

Y Yang, Y Jiang, M Chen, S Yang - US Patent 11,367,272, 2022 - Google Patents
A target detection method and apparatus, in which the method includes: obtaining a target
candidate region in a to-be-detected image; determining at least two part candidate regions …

Method and device for attention-based lane detection without post-processing by using lane mask and testing method and testing device using the same

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method of attention-based lane detection without post-processing by using a lane mask is
provided. The method includes steps of: a learning device instructing a CNN to acquire a …

Learning method and learning device for fluctuation-robust object detector based on CNN using target object estimating network adaptable to customers' requirements …

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 by using a target object estimating
network adaptable to customers' requirements such as KPI is provided. When a focal length …

Method for acquiring sample images for inspecting label among auto-labeled images to be used for learning of neural network and sample image acquiring device …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for acquiring a sample image for label-inspecting among auto-labeled images for
learning a deep learning network, optimizing sampling processes for manual labeling, and …

Method and device for merging object detection information detected by each of object detectors corresponding to each camera nearby for the purpose of …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for merging object detection information detected by object detectors, each of
which corresponds to each of cameras located nearby, by using V2X-based auto labeling …

Apparatus and method for detecting road based on convolutional neural network

Y Hoeseok, H Im - US Patent 11,042,742, 2021 - Google Patents
Disclosed are convolutional neural network-based road detecting apparatus and method
and a convolutional neural network-based road detecting method according to an …

Learning method and learning device for adjusting parameters of CNN in which residual networks are provided for meta learning, and testing method and testing …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A CNN-based method for meta learning, ie, learning to learning, by using a learning device
including convolutional layers capable of applying convolution operations to an image or its …

Learning method, learning device using regression loss and testing method, testing device using the same

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for learning parameters of a CNN based on regression losses is provided. The
method includes steps of: a learning device instructing a first to an n-th convolutional layers …

Learning method and learning device for attention-driven image segmentation by using at least one adaptive loss weight map to be used for updating HD maps …

K Kim, Y Kim, I Kim, HK Kim, W Nam, S Boo… - US Patent …, 2019 - Google Patents
A method for an attention-driven image segmentation by using at least one adaptive loss
weight map is provided to be used for updating HD maps required to satisfy level 4 of …