YOLOv8n Person Seg

January 10, 2023

YOLOv8n Person Seg is a lightweight person segmentation model that generates black-and-white masks for detected people in an image. It is useful for subject-isolated inpainting, person-targeted enhancement, and automated mask generation where speed and low compute cost matter.

Mask

Riverside Kayak Launch Assistant

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'runware:35@4',
  settings: {
    confidence: 0.55,
    maxDetections: 1,
    maskPadding: 12,
    maskBlur: 4
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/0d4cfdce-2df0-4cac-b229-c6d1fabe5c9e.jpg'
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "runware:35@4",
            "settings": {
                "confidence": 0.55,
                "maxDetections": 1,
                "maskPadding": 12,
                "maskBlur": 4
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/0d4cfdce-2df0-4cac-b229-c6d1fabe5c9e.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "imageMasking",
      "taskUUID": "e441ed66-e40b-4426-a8e6-0437af64be5b",
      "model": "runware:35@4",
      "settings": {
        "confidence": 0.55,
        "maxDetections": 1,
        "maskPadding": 12,
        "maskBlur": 4
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/0d4cfdce-2df0-4cac-b229-c6d1fabe5c9e.jpg"
      }
    }
  ]'

runware run runware:35@4 \
  settings.confidence=0.55 \
  settings.maxDetections=1 \
  settings.maskPadding=12 \
  settings.maskBlur=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/0d4cfdce-2df0-4cac-b229-c6d1fabe5c9e.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "e441ed66-e40b-4426-a8e6-0437af64be5b",
  "model": "runware:35@4",
  "settings": {
    "confidence": 0.55,
    "maxDetections": 1,
    "maskPadding": 12,
    "maskBlur": 4
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/0d4cfdce-2df0-4cac-b229-c6d1fabe5c9e.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "e441ed66-e40b-4426-a8e6-0437af64be5b",
  "maskImageURL": "https://im.runware.ai/image/os/a07dlim3/ws/4/ii/faf49cef-d4c5-4580-a5b8-40c9d210171e.jpg",
  "detections": [
    {
      "x_min": 445,
      "y_min": 226,
      "x_max": 731,
      "y_max": 614
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "faf49cef-d4c5-4580-a5b8-40c9d210171e"
}

Mask

Urban Crosswalk Courier Mask

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'runware:35@4',
  settings: {
    confidence: 0.55,
    maxDetections: 1,
    maskPadding: 12,
    maskBlur: 4
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/980e9070-00fb-44b1-bcd1-5de4ddf708c7.jpg'
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "runware:35@4",
            "settings": {
                "confidence": 0.55,
                "maxDetections": 1,
                "maskPadding": 12,
                "maskBlur": 4
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/980e9070-00fb-44b1-bcd1-5de4ddf708c7.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "imageMasking",
      "taskUUID": "e2f674d1-8bec-4435-a6d2-e88eb4b3c212",
      "model": "runware:35@4",
      "settings": {
        "confidence": 0.55,
        "maxDetections": 1,
        "maskPadding": 12,
        "maskBlur": 4
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/980e9070-00fb-44b1-bcd1-5de4ddf708c7.jpg"
      }
    }
  ]'

runware run runware:35@4 \
  settings.confidence=0.55 \
  settings.maxDetections=1 \
  settings.maskPadding=12 \
  settings.maskBlur=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/980e9070-00fb-44b1-bcd1-5de4ddf708c7.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "e2f674d1-8bec-4435-a6d2-e88eb4b3c212",
  "model": "runware:35@4",
  "settings": {
    "confidence": 0.55,
    "maxDetections": 1,
    "maskPadding": 12,
    "maskBlur": 4
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/980e9070-00fb-44b1-bcd1-5de4ddf708c7.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "e2f674d1-8bec-4435-a6d2-e88eb4b3c212",
  "maskImageURL": "https://im.runware.ai/image/os/a09dlim3/ws/4/ii/a4c4b0be-760d-4b59-9f84-16066bd6a548.jpg",
  "detections": [
    {
      "x_min": 487,
      "y_min": 137,
      "x_max": 779,
      "y_max": 731
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "a4c4b0be-760d-4b59-9f84-16066bd6a548"
}

Mask

Snowy Rail Yard Signal Worker

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'runware:35@4',
  settings: {
    confidence: 0.55,
    maxDetections: 1,
    maskPadding: 12,
    maskBlur: 4
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/f8c12097-61d8-4ce4-942b-9220906836eb.jpg'
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "runware:35@4",
            "settings": {
                "confidence": 0.55,
                "maxDetections": 1,
                "maskPadding": 12,
                "maskBlur": 4
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/f8c12097-61d8-4ce4-942b-9220906836eb.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "imageMasking",
      "taskUUID": "f3d17055-7281-45b2-a2c2-6262688ca4a6",
      "model": "runware:35@4",
      "settings": {
        "confidence": 0.55,
        "maxDetections": 1,
        "maskPadding": 12,
        "maskBlur": 4
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/f8c12097-61d8-4ce4-942b-9220906836eb.jpg"
      }
    }
  ]'

runware run runware:35@4 \
  settings.confidence=0.55 \
  settings.maxDetections=1 \
  settings.maskPadding=12 \
  settings.maskBlur=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/f8c12097-61d8-4ce4-942b-9220906836eb.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "f3d17055-7281-45b2-a2c2-6262688ca4a6",
  "model": "runware:35@4",
  "settings": {
    "confidence": 0.55,
    "maxDetections": 1,
    "maskPadding": 12,
    "maskBlur": 4
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/f8c12097-61d8-4ce4-942b-9220906836eb.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "f3d17055-7281-45b2-a2c2-6262688ca4a6",
  "maskImageURL": "https://im.runware.ai/image/os/a01d21/ws/4/ii/bdd6aced-592b-4608-8803-96ae6a0efc37.jpg",
  "detections": [
    {
      "x_min": 501,
      "y_min": 190,
      "x_max": 742,
      "y_max": 752
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "bdd6aced-592b-4608-8803-96ae6a0efc37"
}

Mask

Bouldering Gym Route Setter

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'runware:35@4',
  settings: {
    confidence: 0.45,
    maxDetections: 1,
    maskPadding: 12,
    maskBlur: 4
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/2a0c70a8-8036-4fa7-8967-28db6b41012d.jpg'
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "runware:35@4",
            "settings": {
                "confidence": 0.45,
                "maxDetections": 1,
                "maskPadding": 12,
                "maskBlur": 4
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/2a0c70a8-8036-4fa7-8967-28db6b41012d.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "imageMasking",
      "taskUUID": "192e6981-99a2-45c9-ac1c-76a7657b08cd",
      "model": "runware:35@4",
      "settings": {
        "confidence": 0.45,
        "maxDetections": 1,
        "maskPadding": 12,
        "maskBlur": 4
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/2a0c70a8-8036-4fa7-8967-28db6b41012d.jpg"
      }
    }
  ]'

runware run runware:35@4 \
  settings.confidence=0.45 \
  settings.maxDetections=1 \
  settings.maskPadding=12 \
  settings.maskBlur=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/2a0c70a8-8036-4fa7-8967-28db6b41012d.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "192e6981-99a2-45c9-ac1c-76a7657b08cd",
  "model": "runware:35@4",
  "settings": {
    "confidence": 0.45,
    "maxDetections": 1,
    "maskPadding": 12,
    "maskBlur": 4
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/2a0c70a8-8036-4fa7-8967-28db6b41012d.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "192e6981-99a2-45c9-ac1c-76a7657b08cd",
  "maskImageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/4dbc6774-7a32-4640-b04c-eb2bc631e2a0.jpg",
  "detections": [
    {
      "x_min": 421,
      "y_min": 167,
      "x_max": 689,
      "y_max": 739
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "4dbc6774-7a32-4640-b04c-eb2bc631e2a0"
}