YOLOv8n Hand

January 10, 2023

YOLOv8n Hand is a lightweight image masking model for detecting hands in realistic 2D imagery and returning black-and-white masks for each detection. It is useful for automated hand-focused inpainting, hand detail enhancement, and batch masking workflows.

hand-mask

Cabin Twilight Relight Hand Masks$0.0006~4s

Try in Playground

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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/8f759ab6-3b33-4404-85ff-58937da52644.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/8f759ab6-3b33-4404-85ff-58937da52644.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": "8a12a9d3-a00f-4995-9f38-0660d6ce7ded",
      "model": "runware:35@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/8f759ab6-3b33-4404-85ff-58937da52644.jpg"
      }
    }
  ]'

runware run runware:35@3 \
  inputs.image=https://assets.runware.ai/assets/inputs/8f759ab6-3b33-4404-85ff-58937da52644.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "8a12a9d3-a00f-4995-9f38-0660d6ce7ded",
  "model": "runware:35@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/8f759ab6-3b33-4404-85ff-58937da52644.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "8a12a9d3-a00f-4995-9f38-0660d6ce7ded",
  "maskImageURL": "https://im.runware.ai/image/os/a01d21/ws/4/ii/8454f905-fdcb-4a99-a3e2-ef5116b52cf2.jpg",
  "detections": [
    {
      "x_min": 196,
      "y_min": 503,
      "x_max": 290,
      "y_max": 609
    },
    {
      "x_min": 744,
      "y_min": 498,
      "x_max": 834,
      "y_max": 603
    },
    {
      "x_min": 625,
      "y_min": 854,
      "x_max": 1024,
      "y_max": 1024
    }
  ],
  "cost": 0.0006,
  "maskImageUUID": "8454f905-fdcb-4a99-a3e2-ef5116b52cf2"
}

hand-mask

Antarctic Radio Archive Hand Masks$0.0013~5s

Try in Playground

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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/3ee3ee0e-7b0a-4a79-8e7f-b247b4b6e6e4.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/3ee3ee0e-7b0a-4a79-8e7f-b247b4b6e6e4.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": "8121b11b-1f56-45c0-b0a9-c4c7bce19b3a",
      "model": "runware:35@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/3ee3ee0e-7b0a-4a79-8e7f-b247b4b6e6e4.jpg"
      }
    }
  ]'

runware run runware:35@3 \
  inputs.image=https://assets.runware.ai/assets/inputs/3ee3ee0e-7b0a-4a79-8e7f-b247b4b6e6e4.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "8121b11b-1f56-45c0-b0a9-c4c7bce19b3a",
  "model": "runware:35@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/3ee3ee0e-7b0a-4a79-8e7f-b247b4b6e6e4.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "8121b11b-1f56-45c0-b0a9-c4c7bce19b3a",
  "maskImageURL": "https://im.runware.ai/image/os/a07dlim3/ws/4/ii/e230908a-e8a4-4096-872e-988cd300e213.jpg",
  "detections": [
    {
      "x_min": 145,
      "y_min": 561,
      "x_max": 333,
      "y_max": 727
    },
    {
      "x_min": 653,
      "y_min": 490,
      "x_max": 884,
      "y_max": 649
    }
  ],
  "cost": 0.0013,
  "maskImageUUID": "e230908a-e8a4-4096-872e-988cd300e213"
}

hand-mask

Seaweed Herbarium Hand Cleanup$0.0013~5s

Try in Playground

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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/1eaae798-b728-48d7-a19a-44e489135eee.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/1eaae798-b728-48d7-a19a-44e489135eee.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": "33fa2100-4a12-4302-926f-79db2fc22b26",
      "model": "runware:35@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/1eaae798-b728-48d7-a19a-44e489135eee.jpg"
      }
    }
  ]'

runware run runware:35@3 \
  inputs.image=https://assets.runware.ai/assets/inputs/1eaae798-b728-48d7-a19a-44e489135eee.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "33fa2100-4a12-4302-926f-79db2fc22b26",
  "model": "runware:35@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/1eaae798-b728-48d7-a19a-44e489135eee.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "33fa2100-4a12-4302-926f-79db2fc22b26",
  "maskImageURL": "https://im.runware.ai/image/os/a08dlim3/ws/4/ii/9d7c96d8-f05a-440d-aac3-bb872b322cb6.jpg",
  "detections": [
    {
      "x_min": 32,
      "y_min": 363,
      "x_max": 351,
      "y_max": 842
    },
    {
      "x_min": 1172,
      "y_min": 363,
      "x_max": 1516,
      "y_max": 850
    }
  ],
  "cost": 0.0013,
  "maskImageUUID": "9d7c96d8-f05a-440d-aac3-bb872b322cb6"
}

hand-mask

Avant-Garde Jewelry Hand Cutouts$0.0013~5s

Try in Playground

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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/924bf9f0-02f0-4a19-b46b-6d96a74025b8.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/924bf9f0-02f0-4a19-b46b-6d96a74025b8.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": "b3791c7b-c7be-4481-b521-8919ce530cff",
      "model": "runware:35@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/924bf9f0-02f0-4a19-b46b-6d96a74025b8.jpg"
      }
    }
  ]'

runware run runware:35@3 \
  inputs.image=https://assets.runware.ai/assets/inputs/924bf9f0-02f0-4a19-b46b-6d96a74025b8.jpg

{
  "taskType": "imageMasking",
  "taskUUID": "b3791c7b-c7be-4481-b521-8919ce530cff",
  "model": "runware:35@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/924bf9f0-02f0-4a19-b46b-6d96a74025b8.jpg"
  }
}

Response

{
  "taskType": "imageMasking",
  "taskUUID": "b3791c7b-c7be-4481-b521-8919ce530cff",
  "maskImageURL": "https://im.runware.ai/image/os/a05d22/ws/4/ii/51e84872-0aea-4fc6-b87c-326834cc4edd.jpg",
  "detections": [
    {
      "x_min": 175,
      "y_min": 163,
      "x_max": 493,
      "y_max": 660
    },
    {
      "x_min": 523,
      "y_min": 144,
      "x_max": 880,
      "y_max": 646
    }
  ],
  "cost": 0.0013,
  "maskImageUUID": "51e84872-0aea-4fc6-b87c-326834cc4edd"
}