Saifr-Image-Detection
Version: 1
Companies operating in the financial sector are heavily regulated. Their communications with the public may have to comply with rules governing broker-dealer communications or investment adviser advertising, or both. Financial regulations are critical as they safeguard investors and maintain the health of capital markets. However, compliance can be manual, time-consuming, and costly. If mismanaged, an organization can face reputational damage and hefty fines. Such regulations often require that any content meant for public distribution undergo review, tracking, and compliance verification.
Saifr’s mission is to make regulatory compliance faster, less expensive, and more accurate via human augmentation.
Saifr’s Noncompliant Image Detection Model is intended for use by companies operating in the financial sector, particularly those involved in broker-dealer communications and/or investment adviser advertising. The model is designed to assist compliance officers, legal teams, and marketing teams in identifying and mitigating risks associated with image content in public communications to help ensure the communications comply with regulatory norms.
Some examples of noncompliant images include:
Some examples of noncompliant images include:
- Guarantees to grow wealth like a money tree
- Promises to preserve capital, or indicates safe investments, like a piggy bank, secured bank vaults, or money saving jars
- Shows graph that implies bull market with sharp exponential growth arrow icons.
Intended Use
Saifr's image detection model identifies images that may be noncompliant based on regulatory norms. It has been finetuned with a vast database of images (labelled by subject matter experts). This data includes both compliant and noncompliant examples across the financial sector, enabling it to recognize and flag potentially noncompliant image content. The input for the model is an image, and output would be whether the image is likely to be compliant or not. If it is flagged for likely noncompliance, the model provides the relevant category.Currently, the model primarily focuses on the noncompliant objects in the images. Future versions plan to include text present in the image as a factor in assessing noncompliance.
License
The use of this model is subject to the Saifr License Agreement available at https://saifr.ai/azure-custom-license Use of Saifr’s models is subject in all respects to the custom license agreement between Saifr and the end user. Saifr models are not intended to replace the end user’s legal, compliance, business, or other functions, or to satisfy any legal or regulatory obligations. Note that all compliance responsibilities remain solely those of the end user and that certain communications may require review and approval by properly licensed individuals. Saifr is not responsible for determining compliance with rules and will not be liable for actions taken or not taken based on model use.Sample Inputs and Outputs (REST)
Example Request
You can use cURL or any REST Client to send request. Just add your token and test. curl https://url.com -X POST -d '{ "images" : [{"id": string, "image_object": string }]}' -H "Authorization: Bearer <TOKEN>" -H "Content-Type: application/json"
Sample Input
An array of images in the following format{
"images": [
{
"id": string,
"image_object": string
}
]
}
where -
- id: Unique ID assigned to the image (Required)
- image_object: The base64 representation of image.
Sample Output
An array of imageClassification objects{
"image_classifications": [
{
"id": string,
"category": string,
"is_compliant": bool
}
]
}
where -
- id: The unique ID assigned to the image as part of input
- is_compliant: Indicates whether the image is compliant or not
- True - indicates image is compliant
- False - indicates image is not compliant
- category: The category of the image. Possible values are -
- 'money tree'
- 'mansions'
- 'fancy cars'
- 'fancy watches'
- 'yachts'
- 'gulf stream jets'
- 'bags of money'
- 'bank vaults'
- 'treasure chest'
- 'expensive jewelry and brands'
- 'stack of money coins chips'
- 'gold bar'
- 'charts arrows going up'
- 'pot of gold'
- 'golden nest egg'
- 'piggy bank'
- 'american flag' - US Flag Code prohibits use of the American flag for advertising purposes
- 'negatives' - Indicates the image is compliant and does not belong to any of the above categories
Model Specifications
LicenseCustom
Training DataOct 2024
Last UpdatedNovember 2024
Input TypeImage
Output TypeText
PublisherSaifr
Languages1 Language