Sysmex Corporation

National Cancer Center

Noritz Corporation

Kohei Yamada

Kazumi Hakamada

Yuki Aihara

Yosuke Sekiguchi

Kanako Masumoto

Krupali Jain

Hiroshi Yoshida

Hidefumi Koda

Satoshi Kawaguchi

Maria Kiriyama

Toshihiko Obayashi

The present invention provides an image analysis method for generating data indicating a region of a cell nucleus in an image of a tissue or a cell. The image analysis method is a method for analyzing an image of a tissue or a cell using a deep learning algorithm of a neural network structure, and generates data indicating a region of a cell nucleus in an analysis target image by the deep learning algorithm by generating analysis data from the analysis target image including an analysis target tissue or cell, and inputting the analysis data in the deep learning algorithm.

Image analysis method, apparatus, program, and learned deep learning algorithm

An image analysis method for generating data indicating a tumorigenic state of an image of a tissue or a cell. The image analysis method is an image analysis method for analyzing an image of a tissue or a cell using a deep learning algorithm of a neural network structure, analysis data are generated from the analysis target image including a tissue or cell to be analyzed, the analysis data are input to the deep learning algorithm, and data indicating the tumorigenic state of tissues or cells in the analysis target image are generated by the depth learning algorithm.

Image analysis method, image analysis apparatus, program, learned deep layer learning algorithm manufacturing method and learned deep layer learning algorithm

An image analysis method for analyzing an image of a tissue collected from a subject using a deep learning algorithm of a neural network structure. The image analysis method includes generating analysis data from the analysis target image that includes the tissue to be analyzed, inputting the analysis data to a deep learning algorithm, and generating data indicating a layer structure configuring a tissue in the analysis target image by the deep learning algorithm.

Image analysis method, image analysis apparatus and learned deep layer learning algorithm manufacturing method

A plurality of first joint tubesconnected to a plurality of heat transfer tubesand a plurality of second joint tubesprovided at a headerB are connected to each other at joints J. The joints J include at least one slide joint Ja at which respective ends of the first and the second joint tubesandare fitted to each other slidably in a predetermined direction. The joints J further include at least one butt joint Jb at which an end of either one of the first and the second joint tubes butts against a sealing surface provided at the other one of the first and the second joint tubes. The butt position of the sealing surface and the end is variable in a direction crossing the predetermined direction. With this arrangement, the influence of an error in the arrangement of the first and the second joint tubesandis reduced, so that the headerB is properly connected to the heat transfer tubesdetachably, and the maintenance of the heat exchanger HE is facilitated.

Heat exchanger and water heater

Growing community of inventors

Kobe, Japan

Kohei Yamada