Object Detection

3min

The below parameters are for various Object Detection attacks. To know more about the different attack input parameters see Object Detection﻿﻿
The values presented below are examples taken from the YOLO model used in the reference implementation. It is important to customize these values to achieve the best performance for your particular model.
Json Payload
Evasion
{
"normalize_data": "yes",
"model_framework": "onnx",
"defense_bestonly": "no",
"model_api_details": "na",
"use_model_api": "no",
            
}
{
"normalize_data": "yes",
"model_framework": "onnx",
"defense_bestonly": "no",
"model_api_details": "na",
"use_model_api": "no",
            
}
﻿
POST
Request
Path Params
model_id
optional
String
Header Parameters
x-api-key
required
String
Enter your API key
Org_id
required
String
Enter your organization id
Python
Curl
Node.js
JS
import requests

modelID="<< Enter Model ID >>"
url = "https://api.aws.boschaishield.com/prod/api/ais/v1.5/model_analyse/"+modelID+""

# please select proper payload for your usecase for extraction, evasion or poisoning.
payload={
    # <<Enter Payload Data>>
}
headers = {
   'Accept': 'application/json',
   'x-api-key': '########################################',
   'Org-Id': '####################################################################################################'
}

response = requests.request("POST", url, headers=headers, data=payload)

print(response.text)
import requests

modelID="<< Enter Model ID >>"
url = "https://api.aws.boschaishield.com/prod/api/ais/v1.5/model_analyse/"+modelID+""

# please select proper payload for your usecase for extraction, evasion or poisoning.
payload={
    # <<Enter Payload Data>>
}
headers = {
   'Accept': 'application/json',
   'x-api-key': '########################################',
   'Org-Id': '####################################################################################################'
}

response = requests.request("POST", url, headers=headers, data=payload)

print(response.text)
Responses
200
401
400
412
// 412 precondition failed: Returns an error message if access to the target resource has been denied. (For example- if any of the parameter value is incorrect or license has expired)
// 412 precondition failed: Returns an error message if access to the target resource has been denied. (For example- if any of the parameter value is incorrect or license has expired)
﻿
Note: In the response, job_id and dashboard link will be available. Save these which would be used to track progress and download artifacts. 
For using Nodejs sample code, install npm package request
Given sample code for python is tested for Python version 3.7
Given Sample code for nodejs and javascript is tested for Node V20LTS
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Updated 19 Dec 2024

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