Body Composition

In the study of body composition, your body is divided into four "compartments": bone, water, fat mass, and fat free mass (i.e. everything else). All body fat methodologies, including Naked, measure or infer two or more of these compartments.

How we calculate body fat

Naked uses your biological sex, height, and several measurements from your 3D body model to estimate your body fat percentage. Our formula is based on an equation derived from DXA results (the gold standard in body composition testing) developed by the U.S. Navy. Our research has shown Naked body fat estimates to be within about 1.5% of DXA results, on average.

Other body fat methodologies are subject to variance from hydration and oxygen volume. Bioelectrical impedance, like InBody, footpad or handheld devices, is hyper-sensitive to the amount of water contained in the body. Hydrostatic ("dunk tank") and air displacement are sensitive to the amount of air in the lungs or air pockets in the hair or clothing. Using measurements to derive body fat means that meals, water intake, recent workouts, and lung volume will not significantly impact your results.

Lean mass and fat mass

Naked uses your body fat percentage and weight to estimate your fat mass and lean mass. Fat mass is the raw weight of the subcutaneous and visceral fat in your body. Lean mass is the weight of everything else — primarily, muscle, bone, organs, connective tissue, and water. These numbers paint a fuller picture of your body composition than body fat percentage alone. Because body fat percentage is a relative metric that is scaled by your weight, your percentage may hold steady while you see fluctuations in the raw numbers for lean and fat mass.

Gender, age, and race

Naked's body composition estimates already take your biological sex into account. By collecing data on users' age, race, and activities, we're working to improve the accuracy of our methodology for all different populations. Our hope is that this research will impact not only Naked's product, but also contribute to the broader field of knowledge.

Body Composition

Currently, we're working with our academic partners at The University of Hawaii, Pennington Biomedical Research Center, and University of Colorado to refine Naked's body composition metrics. This should yield improvements to accuracy — and new features, like regional body fat percentage — in the near future.

Read more

Dr. Sam Winter, Naked's in-house scientist, explains all the major body fat methodologies in her Body Fat Series on our blog. Check it out!

Body fat estimation methods

3D Body Scan DXA Water Displacement Air Displacement Bioelectrical Impedance Calipers
e.g. Naked Dual-energy X-ray absorptiometry "Dunk Tank" e.g. BodPod e.g. BIA, InBody, FitBit Aria "Skinfold test"
How Circumferences from the 3D scan are used to calculate DXA-based body fat Two X-rays of the body are used to visualize tissue distribution based on energy absorption rates The volume of water (at a given temp) displaced by the body is used to calculate fat mass The volume of air (at a given temp) displaced by the body is used to calculate fat mass An electric pulse sent through the body is used to infer fat mass, which is the most conductive tissue The thickness of the skin pinched at 3 to 11 places on the body is used to calculate overall fat %
Compartments 3 (inferred) 3: bone, fat mass, fat free mass 2: fat mass, fat free mass 2: fat mass, fat free mass 1: (sort of) total body water 1: fat mass
Pros Includes 3D scan
Visual feedback
Private, at-home
Takes 5 mins
No help required
“Gold standard”
Regional fat and lean mass
Visual feedback
Can stay clothed
Former “gold standard”
Large population dataset
Large population dataset
Easier than dunk
Can stay dry
Fast results
Available on consumer-grade smart scales
Can stay clothed
Readily accessible
Inexpensive
Can stay clothed
Cons Sensitive to variation in clothing, hair, lighting and pose Requires travel
Not widespread
Mild radiation exposure
Overestimates athletic people
Requires travel
Less widespread
Wear swimsuit and get wet
Sensitive to air in lungs
Inaccurate for many races
Requires travel
Less widespread
Wear swimsuit and swimcap
Sensitive to air in lungs, hair and clothing
Claustrophobic
Sensitive to hydration, food and exercise
Does not directly measure any body tissues
Derived from 2-comp methods
Requires practitioner
Physically uncomfortable
Does not directly measure tissues
Derived from 2-comp methods
Accuracy* 2.50% - 1-2% 2-5% 8-10% 6-10%
Cost $9/scan (scan weekly for 3 years on Naked) $45-$150/test + travel $30-$60/test + travel $40-$60/test + travel $20-$250 for smart scales $10-$50 per set
Read more about 3D scans Read more about DXA Read more about volume-based methods Read more about volume-based methods Read more about bioimpedance Read more about calipers
*Accuracy numbers are based on a subset of peer-reviewed journal articles using DXA as the criterion method.

Measurements

Measurements are a useful way of tracking the body's changes beyond the scale by providing information on where fat loss and muscle gains are distributed. Naked provides circumferences at nine different locations.

How we measure

Once a body model is generated, Naked uses feature recognition algorithms to identify key landmarks on the body. Measurements are then drawn around a given body part, perpedicular to the primary bone. For each of the nine locations, Naked extracts a concave circumference, which follows any curvature or indentation on the body — like your spine, for example. This approach produces slightly larger circumferences than what you'd see with a tape measure.

Following your first scan, you will have the opportunity to adjust the precise measurement locations on your body model. This allows you to optimize the measurement site for your unique body and goals. Naked then tracks measurements at those exact same locations on every scan.

This feature-based anatomical approach makes Naked more reliable than other methods. Tape measures are difficult to place consistently and with the same tautness every time. Other 3D-scanners use the widest or narrowest circumference within a given bodypart — which can shift over time. Using either of these techniques, it becomes increasingly difficult to measure the same position on your body as you experience changes in fat and lean mass distribution.

Accuracy

Compared to mannequins and other static objects, Naked's measurements are accurate within 1.5 centimeters.

Providing a figure for accuracy of human measurements, however, is incredibly challenging given that all existing methods to measure circumferences are subject to measurement error. Even the most trained tailors will not be able to achieve a perfectly reproducible circumference, measured at exactly the same location with identical tautness of the tape measure.

Site Measurement Illustration@3x

Consistency

Because Naked's measurements are generated along the surface of the 3D body model, the virtual 'tape measure' that generates Naked's measurements is extremently consistent. That said, Naked's measurements are sensitive to slight changes in pose, posture, clothing and even breathing — for scans taken back-to-back, normal variability is in the ~1 centimeter range.

What's next

Naked's computer vision team is working to add additional body locations to the app, including neck and forearms. The team is also developing new features to allow users to create custom measurements, as well as measurements specific to clothing fit (such as inseam and arm length).