AIShield - Image classification AI Model Evasion low suspicious vulnerability detection

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Id	c4bedb3c-4fb8-4b1c-af5b-8229bd25f521
Rulename	AIShield - Image classification AI Model Evasion low suspicious vulnerability detection
Description	This alert creates an incident when Image classification AI Model Evasion low suspicious, high severity vulnerability detected from the AIShield.
Severity	High
Required data connectors	BoschAIShield
Kind	Scheduled
Query frequency	1h
Query period	1h
Trigger threshold	0
Trigger operator	gt
Source Uri	https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/AIShield AI Security Monitoring/Analytic Rules/ImageClassficationModelEvasionLowSuspiciousVulnDetection.yaml
Version	1.0.4
Arm template	c4bedb3c-4fb8-4b1c-af5b-8229bd25f521.json

KQL

AIShield
| where Message has 'Image Classification AI Model Evasion Attack Identified'
| where Severity =~ 'Medium'
| where SuspiciousLevel =~ 'low suspicious attack'
| extend NTDomain = tostring(split(Computer, '\\')[0]), HostName = tostring(split(Computer, '.')[0])

YAML

relevantTechniques: []
name: AIShield - Image classification AI Model Evasion low suspicious vulnerability detection
requiredDataConnectors:
- dataTypes:
  - AIShield
  connectorId: BoschAIShield
entityMappings:
- fieldMappings:
  - identifier: HostName
    columnName: HostName
  - identifier: NTDomain
    columnName: NTDomain
  entityType: Host
- fieldMappings:
  - identifier: Address
    columnName: SourceName
  entityType: IP
triggerThreshold: 0
id: c4bedb3c-4fb8-4b1c-af5b-8229bd25f521
tactics: []
version: 1.0.4
alertDetailsOverride:
  alertDisplayNameFormat: AIShield - Image Classification AI Model Evasion low suspicious vulnerability detected.
  alertSeverityColumnName: Severity
  alertDescriptionFormat: |
        This query detects Image Classification AI Model Evasion low suspicious, medium severity alert from AIShield generated at {{TimeGenerated}}.\n\nPlease check the source for more information and investigate further.
  alertTacticsColumnName: 
queryPeriod: 1h
kind: Scheduled
eventGroupingSettings:
  aggregationKind: SingleAlert
OriginalUri: https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/AIShield AI Security Monitoring/Analytic Rules/ImageClassficationModelEvasionLowSuspiciousVulnDetection.yaml
queryFrequency: 1h
severity: High
status: Available
description: |
    'This alert creates an incident when Image classification AI Model Evasion low suspicious, high severity vulnerability detected from the AIShield.'
query: |
  AIShield
  | where Message has 'Image Classification AI Model Evasion Attack Identified'
  | where Severity =~ 'Medium'
  | where SuspiciousLevel =~ 'low suspicious attack'
  | extend NTDomain = tostring(split(Computer, '\\')[0]), HostName = tostring(split(Computer, '.')[0])  
triggerOperator: gt

ARM

{
  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
  "contentVersion": "1.0.0.0",
  "parameters": {
    "workspace": {
      "type": "String"
    }
  },
  "resources": [
    {
      "apiVersion": "2024-01-01-preview",
      "id": "[concat(resourceId('Microsoft.OperationalInsights/workspaces/providers', parameters('workspace'), 'Microsoft.SecurityInsights'),'/alertRules/c4bedb3c-4fb8-4b1c-af5b-8229bd25f521')]",
      "kind": "Scheduled",
      "name": "[concat(parameters('workspace'),'/Microsoft.SecurityInsights/c4bedb3c-4fb8-4b1c-af5b-8229bd25f521')]",
      "properties": {
        "alertDetailsOverride": {
          "alertDescriptionFormat": "This query detects Image Classification AI Model Evasion low suspicious, medium severity alert from AIShield generated at {{TimeGenerated}}.\\n\\nPlease check the source for more information and investigate further.\n",
          "alertDisplayNameFormat": "AIShield - Image Classification AI Model Evasion low suspicious vulnerability detected.",
          "alertSeverityColumnName": "Severity",
          "alertTacticsColumnName": null
        },
        "alertRuleTemplateName": "c4bedb3c-4fb8-4b1c-af5b-8229bd25f521",
        "customDetails": null,
        "description": "'This alert creates an incident when Image classification AI Model Evasion low suspicious, high severity vulnerability detected from the AIShield.'\n",
        "displayName": "AIShield - Image classification AI Model Evasion low suspicious vulnerability detection",
        "enabled": true,
        "entityMappings": [
          {
            "entityType": "Host",
            "fieldMappings": [
              {
                "columnName": "HostName",
                "identifier": "HostName"
              },
              {
                "columnName": "NTDomain",
                "identifier": "NTDomain"
              }
            ]
          },
          {
            "entityType": "IP",
            "fieldMappings": [
              {
                "columnName": "SourceName",
                "identifier": "Address"
              }
            ]
          }
        ],
        "eventGroupingSettings": {
          "aggregationKind": "SingleAlert"
        },
        "OriginalUri": "https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/AIShield AI Security Monitoring/Analytic Rules/ImageClassficationModelEvasionLowSuspiciousVulnDetection.yaml",
        "query": "AIShield\n| where Message has 'Image Classification AI Model Evasion Attack Identified'\n| where Severity =~ 'Medium'\n| where SuspiciousLevel =~ 'low suspicious attack'\n| extend NTDomain = tostring(split(Computer, '\\\\')[0]), HostName = tostring(split(Computer, '.')[0])\n",
        "queryFrequency": "PT1H",
        "queryPeriod": "PT1H",
        "severity": "High",
        "status": "Available",
        "subTechniques": [],
        "suppressionDuration": "PT1H",
        "suppressionEnabled": false,
        "tactics": [],
        "techniques": [],
        "templateVersion": "1.0.4",
        "triggerOperator": "GreaterThan",
        "triggerThreshold": 0
      },
      "type": "Microsoft.OperationalInsights/workspaces/providers/alertRules"
    }
  ]
}