Aptener Mechatronics Private Limited

Unisense Tech, Inc.

Arvind Prabhakar

Sundararajan Krishnan

Bharat Vijay

Ayyar Arun Balavenkatasubramanian

Srihari Padmanaban Venkatesan

Goutam Kumar Biswas

Jayanth Vijayaraghavan

Described herein is a system and computer implemented method for finding similars for a selected clothing image amongst a set of clothing images in an electronic catalog in an online store serving online customers. An object detection model is applied to extract the clothing section within the clothing images to create a preprocessed image. A first machine learning model is applied on the preprocessed image(s) to convert the colors and textures of said preprocessed image into a first set of vector representations. A second machine learning model is applied on the preprocessed image(s) to convert the shapes of said preprocessed image into a second set of vector representations. Operations of mapping nearest vectors, matching attributes, sorting and ranking are performed, and thereafter similar images are displayed to the online customer.

Method of identifying similars in clothing images

A cooling device for attachment to a helmet includes a fan and an electronics assembly. The fan is operable to draw external air into the cooling device. The electronics assembly is operable to control the rotation speed of the fan based on a speed of movement of a user wearing the helmet with the cooling device attached to the helmet. The cooling device additionally includes an air filter, and a deflector to direct cooled air to a desired one of different regions inside the helmet.

Cooling device for attachment to a helmet

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Bengaluru, India

Arvind Prabhakar