BODY FAT PREDICTION AND BODY MODELING USING MOBILE DEVICE
Methods, systems and computer readable media for computerized prediction of body parameters such as body fat percentage (BFP) and modeling of a subject (e.g., a human body) are described.
1 . A method comprising:
obtaining, using one or more processors, digital media as input;
separating, using the one or more processors, the digital media into one or more images;
identifying, using the one or more processors, human body portions of a human body subject in each of the one or more images;
generating, using the one or more processors, segmented images including only the human body portions;
determining, using the one or more processors, a predicted body fat percentage of the human body subject based on the segmented images; and
providing, using the one or more processors, the predicted body fat percentage as output,
wherein the identifying and determining are performed using a first model and the determining is performed using a second model.
2 . The method of claim 1 , wherein the digital media includes a video.
3 . The method of claim 1 , wherein the first model and the second model are integrated in a single model.
4 . The method of claim 1 , wherein the first model and the second model are separate models.
5 . The method of claim 1 , further comprising:
receiving additional information about the human body subject,
wherein the determining further includes using the segmented images and the additional information to predict the predicted body fat percentage of the human body subject.
6 . The method of claim 5 , wherein the additional information includes one or more of waist circumference, gender, height, weight, race/ethnicity, age, and diabetic status.
7 . The method of claim 5 , wherein the additional information includes a measurement of the human body subject.
8 . The method of claim 7 , wherein the measurement includes one of height of the human body subject or waist perimeter of the human body subject.
9 . The method of claim 8 , wherein the measurement is received via a graphical user interface.
10 . The method of claim 5 , further comprising disposing of the digital media and the segmented images after the determining.
11 . A system comprising:
one or more processors coupled to a computer readable storage having stored there on instructions that, when execute by the one or more processors, cause the one or more processors to perform operations including:
obtaining, at one or more processors, digital media as input;
separating, using the one or more processors, the digital media into one or more images;
identifying, using the one or more processors, human body portions of a human body subject in each of the one or more images;
generating, using the one or more processors, segmented images including only the human body portions;
determining, using the one or more processors, a predicted body fat percentage of the human body subject based on the segmented images; and
providing, using the one or more processors, the predicted body fat percentage as output,
wherein the identifying and determining are performed using a first model and the determining is performed using a second model.
12 . The system of claim 11 , wherein the digital media includes a video.
13 . The system of claim 11 , wherein the first model and the second model are integrated in a single model.
14 . The system of claim 11 , wherein the first model and the second model are separate models.
15 . The system of claim 11 , wherein the operations further comprise:
receiving additional information about the human body subject,
wherein the determining further includes using the segmented images and the additional information to predict the predicted body fat percentage of the human body subj ect.
16 . The system of claim 15 , wherein the additional information includes one or more of waist circumference, gender, height, weight, race/ethnicity, age, and diabetic status.
17 . The system of claim 15 , wherein the additional information includes a measurement of the human body subject.
18 . The system of claim 17 , wherein the measurement includes one of height of the human body subject or waist perimeter of the human body subject.
19 . The system of claim 18 , wherein the measurement is received via a graphical user interface.
20 . The system of claim 15 , wherein the operations further comprise disposing of the digital media and the segmented images after the determining.