International Institute of Information Technology, Hyderabad

Narayanan P J

Sagar Sai Jinka

Rohan Chacko

Avinash Sharma

Teja Sai Dhondu

A system and method of automatically reconstructing a three-dimensional (3D) model of an object using a machine learning model is provided. The method includes (i) obtaining, using an image capturing device, a color image of an object, (ii) generating, using an encoder, a feature map by converting the color image that is represented in the 3D array to n-dimensional array, (iii) generating, using the machine learning model, a set of peeled depth maps and a set of RGB maps from the feature map, (iv) determining one or more 3D surface points of the object by back projecting the set of peeled depth maps and the set of RGB maps to 3D space, (v) reconstructing, using the machine learning model, a 3D model of the object by performing surface reconstruction using the one or more 3D surface points of the object.

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Hyderabad Telangana, India

Narayanan P J