### About this dataset

This dataset contains a comprehensive collection of point-of-view images capturing users' hands interacting with objects, complete with detailed annotations on tactile interactions, interacted areas, and index finger articulation points. Leveraging this dataset, we can develop cutting-edge solutions for gesture recognition, object recognition, hand tracking, and human-computer interaction, providing our clients with innovative products that enhance user experiences and drive market growth.

This dataset is covered by our standard [Data license agreement](https://www.defined.ai/dataset/data-license-agreement). The license agreement is perpetual and allows for the commercialization of all models built on the data.

### Samples
#### Preview
![left_hand_pointing_text_2_a8cb3fa317.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/left_hand_pointing_text_2_a8cb3fa317_c15d124351.jpg)
![left_hand_pointing_text.png](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/left_hand_pointing_text_957ed078cc.png)


Tell us about yourself, and get access to a free samples of this dataset

#### Full Sample with Metadata
Download sample of this dataset [here](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/pov_object_detection_sample_33efc3ab9c.zip)

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Image and Video

Sensitive Images and Videos

Identity Verification Dataset

Retail Images Dataset

Human Images and Videos

You might also be interested in:

Point of View Object Detection

### About this dataset

This retail images dataset focuses on the brick-and-mortar retail domain, primarily from locations in Brazil, and contains almost 8 million images of assorted items on shelves, storefronts, close-ups of price tags, and more.

With this data, the builders of AI will be able to train new models to cover copious use cases. The retail images dataset was sourced in accordance with Defined.ai's strict ethical standards, ensuring that all data was obtained with the informed consent of those involved and that privacy rights were respected. 

We believe that ethical sourcing of AI is of utmost importance, and we take that responsibility seriously. We are confident that our clients will appreciate the care and attention we put into curating this data.

The dataset contains:
- photos of convenience store
- photos of checkout stands in a convenience store
- photos of shelving facades in a convenience store
- photos of price tags in a convenience store

#### License Information

This dataset is covered by our standard [Data license agreement](https://www.defined.ai/dataset/data-license-agreement). The license agreement is perpetual and allows for the commercialization of all models built on the data.

### Samples
#### Preview

![retail_price_tags_preview.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/retail_price_tags_preview_4217b9b567.jpg)
![retail_price_tags_preview_2.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/retail_price_tags_preview_2_b877cfc852.jpg)

8 million images of assorted items on shelves, storefronts, and more

### About this dataset

Facial imagery is essential for many computer vision tasks. It is also very challenging to acquire it ethically. This makes our fully consented people images and video dataset all the more enticing. 

From images and video and with useful annotations ranging from age group to emotions, this is a vital dataset for any computer vision team. Around 1500 individuals and over 490,000 images, fully indexable by ethnicity, gender, and more, it will fit all your data needs. Images are quality at 42 mega pixels and videos 4K Videos @ 120 FPS.

The dataset contains:
- ~3 minutes videos, both full-body and headshot
- front-facing facial imagery human annotated. About 10 tags per image (rough age, gender, hair, emotion, eyes, etc.)
- captured with 7 to 12 emotional base expressions from all angles in 45 degree steps, pitch, yaw, and roll.

#### License Information

This dataset is covered by our standard [Data License Agreement](https://www.defined.ai/dataset/data-license-agreement). The license agreement is perpetual and allows for the commercialization of all models built on the data.

### Samples
#### Preview
Metadata: _adult fear latin browneyes greyhair boy shorthair_

![UG10052_10.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/UG_10052_10_303bbdbe5c.jpg)


1500 individuals and over 490,000 images, fully indexable by ethnicity, gender, and more

### About this dataset

Open-source datasets often fall short of providing quality and diversity, specifically in the field of facial recognition. Our carefully curated datasets, composed of diverse selfies and paired ID photos, elevate the standard, offering robust resources for superior facial recognition analysis and model development.

- 366,419 images
- 40,717 contributors
- 7 ethnic groups: South Asian, Native American, Middle Eastern, Hispanic, East Asian, Caucasian, and African
- 2 IDs & 8 Selfies per person
- 1 – 4 Skintones
- 50/50 Gender Distribution
- 18 – 65 Age Groups
- Different camera & lighting conditions

From organic to paid acquisition, we actively recruit contributors from a range of sources to create a demographically diverse crowd. To source our data ethically and transparently, all contributors are paid fairly and informed about how their data is used. Privacy is also of utmost concern as we're GDPR-compliant and ISO-27001 certified, and contributors agree to non-disclosure agreements and master service agreements prior to collection. Read more about our safe, secure, and ethical collection processes here.

#### License Information

This dataset is covered by our standard [Data License Agreement](https://www.defined.ai/dataset/data-license-agreement). The license agreement is perpetual and allows for the commercialization of all models built on the data.

### Samples
![UG10052_8.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/UG_10052_8_cc7e68d644.jpg)
![UG10052_9.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/UG_10052_9_116b06abee.jpg)

![UP11652_3.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/UP_11652_3_f57e48a38b.jpg)
![UP11652_1.jpg](https://prdstrapimediastorage.blob.core.windows.net/prdstrapimediastorage/assets/UP_11652_1_70abf5bb66.jpg)

Diverse facial image data for ID verification models

### About this dataset

We are pleased to offer a selection of high-quality AI training data for teams working in content moderation and user trust and safety. Our datasets are designed to train computer vision models to identify and flag inappropriate content automatically, such as nudity, without the need for a human-powered moderation team to be exposed to it.

Our data was ethically collected with fair compensation and full consent. It also includes the redaction of all personally identifiable information (PII). Our commitment to ethical data collection means that you can use our training data with confidence, knowing that it has been collected with respect for privacy and human dignity.

By using our training data, you can help ensure that your digital platform or application provides a safe and welcoming environment for all users. Whether you are just starting out or you are an experienced data scientist, our content moderation datasets can help you achieve your goals. Contact us to get samples and more information about these datasets.

The dataset contains male and female selfie images and videos captured with front-facing camera.

#### License Information

This dataset is covered by our standard [Data license agreement](https://www.defined.ai/dataset/data-license-agreement). The license agreement is perpetual and allows for the commercialization of all models built on the data.

Multi-class detection annotations on point of view images