Abstract: A learning model generates a plurality of prototype vectors and generates an integrated similarity vector that indicates similarity between an input image and each prototype for a plurality of prototypes in accordance with similarity between one prototype vector and each pixel vector in a feature map acquired from an CNN. An image processing apparatus obtains prototype belongingness (distributed prototype belongingness) for each image by distributing prototype belongingness of a belonged prototype of each class to each of two or more images that belong to one class. Then, the learning model is subjected to machine learning in accordance with the distributed prototype belongingness of each prototype vector for each image so that each prototype vector is brought closer to any pixel vector in the feature map corresponding to each image.

Abstract: A training method includes: generating a first image by adding noise to a first area; generating a second image by adding noise to a second area; generating a combined image by weighted addition of the first image and the second image; generating a first training label for the first image; generating a second training label for the second image; generating a combined training label by weighted addition of the first training label and the second training label; and generating a learning model by machine learning using the combined image and the combined training label.

Abstract: A heat exchanger includes: a heat exchanger body which includes an adhesive lower damping material which is provided on a lower outer peripheral surface of a lower tubular member exposed from a lower buffer material provided in each of both end portions in both end portions of the lower tubular member constituting at least a lower header and is formed such that at least a portion of each of both end portions extends between the lower tubular member and the lower buffer material; and a casing which includes first and second abutment portions against which the lower buffer material abuts and a condensate water discharge unit which discharges condensate water to an outside.

Abstract: An air conditioning damper includes a damper main body provided in a casing and closing a flow path formed in the casing by a distal end portion abutting against the inner surface of the casing. The air conditioning damper closes or opens the flow path by pivoting. The air conditioning damper has a cover portion provided on front surface sides or back surface sides of a plurality of protruding portions and extending in the width direction of the damper main body beyond a side surface of the protruding portion.

Abstract: A picked up image acquisition unit acquires a picked up image obtained by picking up an image of a region including a projection region projected by a projector. A recognition processing unit executes a recognition process of a card included in the picked up image. A projection image generation unit generates a projection image to be projected by the projector on the basis of the card recognized by the recognition processing unit. An instruction detection unit detects an instruction for the card. The recognition processing unit detects an object different from the card and provides detection information of the detected object to the instruction detection unit. The instruction detection unit then detects an instruction for the card from the detection information of the object provided thereto. The projection image generation unit generates a projection image on the basis of the instruction for the card.

Abstract: A heat exchanger includes: a heat exchanger body which includes an adhesive lower damping material which is provided on a lower outer peripheral surface of a lower tubular member exposed from a lower buffer material provided in each of both end portions in both end portions of the lower tubular member constituting at least a lower header and is formed such that at least a portion of each of both end portions extends between the lower tubular member and the lower buffer material; and a casing which includes first and second abutment portions against which the lower buffer material abuts and a condensate water discharge unit which discharges condensate water to an outside.

Abstract: A picked up image acquisition unit acquires a picked up image obtained by picking up an image of a region including a projection region projected by a projector. A recognition processing unit executes a recognition process of a card included in the picked up image. A projection image generation unit generates a projection image to be projected by the projector on the basis of the card recognized by the recognition processing unit. An instruction detection unit detects an instruction for the card. The recognition processing unit detects an object different from the card and provides detection information of the detected object to the instruction detection unit. The instruction detection unit then detects an instruction for the card from the detection information of the object provided thereto. The projection image generation unit generates a projection image on the basis of the instruction for the card.

Abstract: An air conditioning damper includes a damper main body provided in a casing and closing a flow path formed in the casing by a distal end portion abutting against the inner surface of the casing. The air conditioning damper closes or opens the flow path by pivoting. The air conditioning damper has a cover portion provided on front surface sides or back surface sides of a plurality of protruding portions and extending in the width direction of the damper main body beyond a side surface of the protruding portion.

Abstract: In a vehicle air conditioning apparatus in which a plurality of air mixing dampers that are driven independently of each other have a drive shaft having a double-shaft structure. A hollow drive shaft of one damper is penetrated by a solid drive shaft of another damper. A first shaft-center immobilizing mechanism that secures a shaft center of the hollow drive shaft is provided between a side surface of the unit casing, to which the drive shaft having the double-shaft structure is supported in a freely rotatable manner. And a gear provided at a shaft end of the hollow drive shaft.

Abstract: Provided is a damper opening and closing mechanism for a vehicle air-conditioning device which is capable of enlarging the operation space when servicing the damper opening and closing mechanism and improving the service maintainability or making the air-conditioning device more compact. This damper opening and closing mechanism for the vehicle air-conditioning device is provided with: a link plate in which a cam groove is provided along an arc-shaped outer peripheral region, a center portion of which is rotatably supported on the lateral surface of a case; and an actuator which is fixedly disposed on the outer surface side of the link plate and which drives the link plate to rotate.

Abstract: In a vehicle air conditioning apparatus in which a plurality of air mixing dampers that are driven independently of each other have a drive shaft having a double-shaft structure wherein a hollow drive shaft of one damper is penetrated by a solid drive shaft of another damper, a first shaft-center immobilizing mechanism that secures a shaft center of the hollow drive shaft is provided between a side surface of the unit casing, to which the drive shaft having the double-shaft structure is supported in a freely rotatable manner, and a gear provided at a shaft end of the hollow drive shaft.