YOLOv8s Person Seg

January 10, 2023

YOLOv8s Person Seg is a person segmentation model that produces black-and-white masks for detected human subjects with stronger precision than smaller variants. It is better suited to workflows that need cleaner subject contours for inpainting, compositing, or detail enhancement.

Mask

Airport Terminal Traveler Scene

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@5',
  settings: {
    confidence: 0.45,
    maxDetections: 8,
    maskPadding: 8,
    maskBlur: 3
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/7d61c626-0a15-4315-8598-a55188b83d65.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@5",
            "settings": {
                "confidence": 0.45,
                "maxDetections": 8,
                "maskPadding": 8,
                "maskBlur": 3
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/7d61c626-0a15-4315-8598-a55188b83d65.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": "3e54961a-33a9-4f12-89a1-57df77252920",
      "model": "runware:35@5",
      "settings": {
        "confidence": 0.45,
        "maxDetections": 8,
        "maskPadding": 8,
        "maskBlur": 3
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/7d61c626-0a15-4315-8598-a55188b83d65.jpg"
      }
    }
  ]'

runware run runware:35@5 \
  settings.confidence=0.45 \
  settings.maxDetections=8 \
  settings.maskPadding=8 \
  settings.maskBlur=3 \
  inputs.image=https://assets.runware.ai/assets/inputs/7d61c626-0a15-4315-8598-a55188b83d65.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "3e54961a-33a9-4f12-89a1-57df77252920",
  "model": "runware:35@5",
  "settings": {
    "confidence": 0.45,
    "maxDetections": 8,
    "maskPadding": 8,
    "maskBlur": 3
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/7d61c626-0a15-4315-8598-a55188b83d65.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "3e54961a-33a9-4f12-89a1-57df77252920",
  "maskImageURL": "https://im.runware.ai/image/os/a02d21/ws/4/ii/d060282c-5c8f-4a9e-b74f-15f01b499ee4.jpg",
  "detections": [
    {
      "x_min": 277,
      "y_min": 105,
      "x_max": 528,
      "y_max": 720
    },
    {
      "x_min": 1126,
      "y_min": 286,
      "x_max": 1213,
      "y_max": 465
    },
    {
      "x_min": 1010,
      "y_min": 305,
      "x_max": 1073,
      "y_max": 439
    },
    {
      "x_min": 933,
      "y_min": 297,
      "x_max": 1000,
      "y_max": 440
    },
    {
      "x_min": 682,
      "y_min": 295,
      "x_max": 752,
      "y_max": 438
    },
    {
      "x_min": 184,
      "y_min": 299,
      "x_max": 233,
      "y_max": 420
    },
    {
      "x_min": 601,
      "y_min": 307,
      "x_max": 654,
      "y_max": 423
    },
    {
      "x_min": 977,
      "y_min": 303,
      "x_max": 1029,
      "y_max": 436
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "d060282c-5c8f-4a9e-b74f-15f01b499ee4"
}

Mask

Canal Lock Maintenance 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@5',
  settings: {
    confidence: 0.55,
    maxDetections: 1,
    maskPadding: 6,
    maskBlur: 2
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/bdb12ae6-24e2-4f31-b72d-abc092234995.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@5",
            "settings": {
                "confidence": 0.55,
                "maxDetections": 1,
                "maskPadding": 6,
                "maskBlur": 2
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/bdb12ae6-24e2-4f31-b72d-abc092234995.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": "d2c1c08e-b035-4444-bb6a-7bb5a2578087",
      "model": "runware:35@5",
      "settings": {
        "confidence": 0.55,
        "maxDetections": 1,
        "maskPadding": 6,
        "maskBlur": 2
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/bdb12ae6-24e2-4f31-b72d-abc092234995.jpg"
      }
    }
  ]'

runware run runware:35@5 \
  settings.confidence=0.55 \
  settings.maxDetections=1 \
  settings.maskPadding=6 \
  settings.maskBlur=2 \
  inputs.image=https://assets.runware.ai/assets/inputs/bdb12ae6-24e2-4f31-b72d-abc092234995.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "d2c1c08e-b035-4444-bb6a-7bb5a2578087",
  "model": "runware:35@5",
  "settings": {
    "confidence": 0.55,
    "maxDetections": 1,
    "maskPadding": 6,
    "maskBlur": 2
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/bdb12ae6-24e2-4f31-b72d-abc092234995.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "d2c1c08e-b035-4444-bb6a-7bb5a2578087",
  "maskImageURL": "https://im.runware.ai/image/os/a10dlim3/ws/4/ii/152935bf-e9cc-4754-996a-ff1f624b1dde.jpg",
  "detections": [
    {
      "x_min": 570,
      "y_min": 265,
      "x_max": 703,
      "y_max": 626
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "152935bf-e9cc-4754-996a-ff1f624b1dde"
}

Mask

Foggy Rail Yard Courier

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@5',
  settings: {
    confidence: 0.55,
    maxDetections: 1,
    maskPadding: 8,
    maskBlur: 3
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/481cb6bf-7d52-40b4-b6b9-196dfee6966d.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@5",
            "settings": {
                "confidence": 0.55,
                "maxDetections": 1,
                "maskPadding": 8,
                "maskBlur": 3
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/481cb6bf-7d52-40b4-b6b9-196dfee6966d.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": "3ba665ac-39a4-4a6a-bcc3-8f6de72bd9c9",
      "model": "runware:35@5",
      "settings": {
        "confidence": 0.55,
        "maxDetections": 1,
        "maskPadding": 8,
        "maskBlur": 3
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/481cb6bf-7d52-40b4-b6b9-196dfee6966d.jpg"
      }
    }
  ]'

runware run runware:35@5 \
  settings.confidence=0.55 \
  settings.maxDetections=1 \
  settings.maskPadding=8 \
  settings.maskBlur=3 \
  inputs.image=https://assets.runware.ai/assets/inputs/481cb6bf-7d52-40b4-b6b9-196dfee6966d.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "3ba665ac-39a4-4a6a-bcc3-8f6de72bd9c9",
  "model": "runware:35@5",
  "settings": {
    "confidence": 0.55,
    "maxDetections": 1,
    "maskPadding": 8,
    "maskBlur": 3
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/481cb6bf-7d52-40b4-b6b9-196dfee6966d.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "3ba665ac-39a4-4a6a-bcc3-8f6de72bd9c9",
  "maskImageURL": "https://im.runware.ai/image/os/a01d21/ws/4/ii/0fd5d703-ba27-4f01-b159-733bcc184cac.jpg",
  "detections": [
    {
      "x_min": 367,
      "y_min": 196,
      "x_max": 546,
      "y_max": 589
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "0fd5d703-ba27-4f01-b159-733bcc184cac"
}

Mask

Printing Press Floor Operator

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@5',
  settings: {
    confidence: 0.45,
    maxDetections: 1,
    maskPadding: 6,
    maskBlur: 2
  },
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/259053f7-158e-4fd6-b769-9d97f55883fa.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@5",
            "settings": {
                "confidence": 0.45,
                "maxDetections": 1,
                "maskPadding": 6,
                "maskBlur": 2
            },
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/259053f7-158e-4fd6-b769-9d97f55883fa.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": "875254da-6ef9-46b3-ad1b-cfc68f8b91a9",
      "model": "runware:35@5",
      "settings": {
        "confidence": 0.45,
        "maxDetections": 1,
        "maskPadding": 6,
        "maskBlur": 2
      },
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/259053f7-158e-4fd6-b769-9d97f55883fa.jpg"
      }
    }
  ]'

runware run runware:35@5 \
  settings.confidence=0.45 \
  settings.maxDetections=1 \
  settings.maskPadding=6 \
  settings.maskBlur=2 \
  inputs.image=https://assets.runware.ai/assets/inputs/259053f7-158e-4fd6-b769-9d97f55883fa.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "875254da-6ef9-46b3-ad1b-cfc68f8b91a9",
  "model": "runware:35@5",
  "settings": {
    "confidence": 0.45,
    "maxDetections": 1,
    "maskPadding": 6,
    "maskBlur": 2
  },
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/259053f7-158e-4fd6-b769-9d97f55883fa.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "875254da-6ef9-46b3-ad1b-cfc68f8b91a9",
  "maskImageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/fa8efef5-a5cc-4f6e-b61f-b140d257f61f.jpg",
  "detections": [
    {
      "x_min": 403,
      "y_min": 125,
      "x_max": 607,
      "y_max": 768
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "fa8efef5-a5cc-4f6e-b61f-b140d257f61f"
}