
# Body Measurements Dataset

The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different **age groups, genders, and ethnicities**. 

The photos are captured in a standardized manner, depicting individuals in a **front** and **side positions**. 
The images aim to capture the subjects' physical appearance using appropriate *lighting and angles* that showcase their body proportions accurately.

The dataset serves various purposes, including:
- research projects
- body measurement analysis
- fashion or apparel industry applications
- fitness and wellness studies
- anthropometric studies for ergonomic design in various fields

![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2Fef4464044f810b1ada765ae99597b15a%2FMacBook%20Air%20-%201%20(3).png?generation=1688983133539816&alt=media)

# Get the dataset

### This is just an example of the data

Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=body-measurements-dataset) to discuss your requirements, learn about the price and buy the dataset.

# Content

### Folders
- **files**: includes folders with photos and measurements of people
- **proofs**: contains subfolders, corresponding to the original photos in `files` folder and includes additional photos of people taking measurements
- **.pdf** file: includes information about photos in `proofs` folder

### "Files" folder includes 3 images of a person and json file with measurements:
- **selfie** - the person is looking to the camera; face, neck and shoulders are clearly seen,
- **front photo** - the person stands in front of the camera, all body parts are clearly seen,
- **side photo** - the person turned sideways to the camera,  all body parts are clearly seen
- **json file** - includes 22 measurements (*weight, height, hips circumference, leg length etc.*) and 4 additional characteristics (**age, gender, race, profession**) of a person, depicted in photos in the subfolder

### File with the extension .csv

includes the following information for each media file:

- **selfie**: link to the selfie,
- **front**: link to the front photo, 
- **side**: link to the side photo, 
- **measurements**: link to the json file with measurements

# Body Measurements might be collected in accordance with your requirements.

## [**TrainingData**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=body-measurements-dataset) provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**

TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
task_categories:image-classification task_categories:image-to-image language:en license:cc-by-nc-nd-4.0 code region:us
{"language": ["en"], "license": "cc-by-nc-nd-4.0", "task_categories": ["image-classification", "image-to-image"], "tags": ["code"], "dataset_info": {"features": [{"name": "front_img", "dtype": "image"}, {"name": "selfie_img", "dtype": "image"}, {"name": "side_img", "dtype": "image"}, {"name": "arm_circumference_cm", "dtype": "string"}, {"name": "arm_length_cm", "dtype": "string"}, {"name": "back_build_cm", "dtype": "string"}, {"name": "calf_circumference_cm", "dtype": "string"}, {"name": "chest_circumference_cm", "dtype": "string"}, {"name": "crotch_height_cm", "dtype": "string"}, {"name": "front_build_cm", "dtype": "string"}, {"name": "hips_circumference_cm", "dtype": "string"}, {"name": "leg_length_cm", "dtype": "string"}, {"name": "neck_circumference_cm", "dtype": "string"}, {"name": "neck_pelvis_length_front_cm", "dtype": "string"}, {"name": "neck_waist_length_back_cm", "dtype": "string"}, {"name": "neck_waist_length_front_cm", "dtype": "string"}, {"name": "pelvis_circumference_cm", "dtype": "string"}, {"name": "shoulder_length_cm", "dtype": "string"}, {"name": "shoulder_width_cm", "dtype": "string"}, {"name": "thigh_circumference_cm", "dtype": "string"}, {"name": "under_chest_circumference_cm", "dtype": "string"}, {"name": "upper_arm_length_cm", "dtype": "string"}, {"name": "waist_circumference_cm", "dtype": "string"}, {"name": "height", "dtype": "string"}, {"name": "weight", "dtype": "string"}, {"name": "age", "dtype": "string"}, {"name": "gender", "dtype": "string"}, {"name": "race", "dtype": "string"}, {"name": "profession", "dtype": "string"}, {"name": "arm_circumference", "dtype": "image"}, {"name": "arm_length", "dtype": "image"}, {"name": "back_build", "dtype": "image"}, {"name": "calf_circumference", "dtype": "image"}, {"name": "chest_circumference", "dtype": "image"}, {"name": "crotch_height", "dtype": "image"}, {"name": "front_build", "dtype": "image"}, {"name": "hips_circumference", "dtype": "image"}, {"name": "leg_length", "dtype": "image"}, {"name": "neck_circumference", "dtype": "image"}, {"name": "neck_pelvis_length_front", "dtype": "image"}, {"name": "neck_waist_length_back", "dtype": "image"}, {"name": "neck_waist_length_front", "dtype": "image"}, {"name": "pelvis_circumference", "dtype": "image"}, {"name": "shoulder_length", "dtype": "image"}, {"name": "shoulder_width", "dtype": "image"}, {"name": "thigh_circumference", "dtype": "image"}, {"name": "under_chest_circumference", "dtype": "image"}, {"name": "upper_arm_length", "dtype": "image"}, {"name": "waist_circumference", "dtype": "image"}], "splits": [{"name": "train", "num_bytes": 86120, "num_examples": 21}], "download_size": 68560913, "dataset_size": 86120}}
TAGS
#task_categories-image-classification #task_categories-image-to-image #language-English #license-cc-by-nc-nd-4.0 #code #region-us 


# Body Measurements Dataset

The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different age groups, genders, and ethnicities. 

The photos are captured in a standardized manner, depicting individuals in a front and side positions. 
The images aim to capture the subjects' physical appearance using appropriate *lighting and angles* that showcase their body proportions accurately.

The dataset serves various purposes, including:
- research projects
- body measurement analysis
- fashion or apparel industry applications
- fitness and wellness studies
- anthropometric studies for ergonomic design in various fields

![](URL

# Get the dataset

### This is just an example of the data

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset.

# Content

### Folders
- files: includes folders with photos and measurements of people
- proofs: contains subfolders, corresponding to the original photos in 'files' folder and includes additional photos of people taking measurements
- .pdf file: includes information about photos in 'proofs' folder

### "Files" folder includes 3 images of a person and json file with measurements:
- selfie - the person is looking to the camera; face, neck and shoulders are clearly seen,
- front photo - the person stands in front of the camera, all body parts are clearly seen,
- side photo - the person turned sideways to the camera,  all body parts are clearly seen
- json file - includes 22 measurements (*weight, height, hips circumference, leg length etc.*) and 4 additional characteristics (age, gender, race, profession) of a person, depicted in photos in the subfolder

### File with the extension .csv

includes the following information for each media file:

- selfie: link to the selfie,
- front: link to the front photo, 
- side: link to the side photo, 
- measurements: link to the json file with measurements

# Body Measurements might be collected in accordance with your requirements.

## TrainingData provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL
# Body Measurements Dataset

The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different age groups, genders, and ethnicities. 

The photos are captured in a standardized manner, depicting individuals in a front and side positions. 
The images aim to capture the subjects' physical appearance using appropriate *lighting and angles* that showcase their body proportions accurately.

The dataset serves various purposes, including:
- research projects
- body measurement analysis
- fashion or apparel industry applications
- fitness and wellness studies
- anthropometric studies for ergonomic design in various fields

![](URL # Get the dataset ### This is just an example of the data

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset. # Content ### Folders
- files: includes folders with photos and measurements of people
- proofs: contains subfolders, corresponding to the original photos in 'files' folder and includes additional photos of people taking measurements
- .pdf file: includes information about photos in 'proofs' folder ### "Files" folder includes 3 images of a person and json file with measurements:
- selfie - the person is looking to the camera; face, neck and shoulders are clearly seen,
- front photo - the person stands in front of the camera, all body parts are clearly seen,
- side photo - the person turned sideways to the camera,  all body parts are clearly seen
- json file - includes 22 measurements (*weight, height, hips circumference, leg length etc.*) and 4 additional characteristics (age, gender, race, profession) of a person, depicted in photos in the subfolder ### File with the extension .csv

includes the following information for each media file:

- selfie: link to the selfie,
- front: link to the front photo, 
- side: link to the side photo, 
- measurements: link to the json file with measurements # Body Measurements might be collected in accordance with your requirements. ## TrainingData provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL
TAGS
#task_categories-image-classification #task_categories-image-to-image #language-English #license-cc-by-nc-nd-4.0 #code #region-us 
 # Body Measurements Dataset

The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different age groups, genders, and ethnicities. 

The photos are captured in a standardized manner, depicting individuals in a front and side positions. 
The images aim to capture the subjects' physical appearance using appropriate *lighting and angles* that showcase their body proportions accurately.

The dataset serves various purposes, including:
- research projects
- body measurement analysis
- fashion or apparel industry applications
- fitness and wellness studies
- anthropometric studies for ergonomic design in various fields

![](URL # Get the dataset ### This is just an example of the data

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset. # Content ### Folders
- files: includes folders with photos and measurements of people
- proofs: contains subfolders, corresponding to the original photos in 'files' folder and includes additional photos of people taking measurements
- .pdf file: includes information about photos in 'proofs' folder ### "Files" folder includes 3 images of a person and json file with measurements:
- selfie - the person is looking to the camera; face, neck and shoulders are clearly seen,
- front photo - the person stands in front of the camera, all body parts are clearly seen,
- side photo - the person turned sideways to the camera,  all body parts are clearly seen
- json file - includes 22 measurements (*weight, height, hips circumference, leg length etc.*) and 4 additional characteristics (age, gender, race, profession) of a person, depicted in photos in the subfolder ### File with the extension .csv

includes the following information for each media file:

- selfie: link to the selfie,
- front: link to the front photo, 
- side: link to the side photo, 
- measurements: link to the json file with measurements # Body Measurements might be collected in accordance with your requirements. ## TrainingData provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL