BiRefNet Matting

February 12, 2024

BiRefNet Matting extends binary segmentation into continuous alpha prediction, enabling smooth transitions for fine structures such as hair, fur, and semi-transparent regions.

remove-background

Fringed Pendant Virtual Staging Cutout$0.0006~6s

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:112@9',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/9bea8a4f-009c-4432-8e1a-682ab29e31d2.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:112@9",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/9bea8a4f-009c-4432-8e1a-682ab29e31d2.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "removeBackground",
      "taskUUID": "516edb9a-8172-4fe8-9005-c49e9b798921",
      "model": "runware:112@9",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/9bea8a4f-009c-4432-8e1a-682ab29e31d2.jpg"
      }
    }
  ]'

runware run runware:112@9 \
  inputs.image=https://assets.runware.ai/assets/inputs/9bea8a4f-009c-4432-8e1a-682ab29e31d2.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "516edb9a-8172-4fe8-9005-c49e9b798921",
  "model": "runware:112@9",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/9bea8a4f-009c-4432-8e1a-682ab29e31d2.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "516edb9a-8172-4fe8-9005-c49e9b798921",
  "imageUUID": "425eb4e4-9ec6-4ba5-ae8e-761dfd8f8b17",
  "imageURL": "https://im.runware.ai/image/os/a03d21/ws/5/ii/425eb4e4-9ec6-4ba5-ae8e-761dfd8f8b17.png",
  "cost": 0.0006,
  "inputImageUUID": "e13e11ed-85ce-48c0-b45f-4b48a0ecbcf8"
}

remove-background

Kelp Risograph Exhibit Restyle$0.0006~5s

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:112@9',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/0b35d54d-84dc-470f-890e-231d7f61bf9b.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:112@9",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/0b35d54d-84dc-470f-890e-231d7f61bf9b.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "removeBackground",
      "taskUUID": "c391eb2b-ed54-4769-b0bc-d0ccb17de6c6",
      "model": "runware:112@9",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/0b35d54d-84dc-470f-890e-231d7f61bf9b.jpg"
      }
    }
  ]'

runware run runware:112@9 \
  inputs.image=https://assets.runware.ai/assets/inputs/0b35d54d-84dc-470f-890e-231d7f61bf9b.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "c391eb2b-ed54-4769-b0bc-d0ccb17de6c6",
  "model": "runware:112@9",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/0b35d54d-84dc-470f-890e-231d7f61bf9b.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "c391eb2b-ed54-4769-b0bc-d0ccb17de6c6",
  "imageUUID": "45243d91-7eb0-49a0-8329-aa5c0def3817",
  "imageURL": "https://im.runware.ai/image/os/a01d21/ws/5/ii/45243d91-7eb0-49a0-8329-aa5c0def3817.png",
  "cost": 0.0006,
  "inputImageUUID": "91fdc7b7-12dc-430b-b0cb-78e958c0f181"
}

remove-background

Salmon Fly Composite Cutout$0.0006~6s

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:112@9',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/d68fab27-4ea8-4d91-b2f9-8ac1e893f9a9.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:112@9",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/d68fab27-4ea8-4d91-b2f9-8ac1e893f9a9.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "removeBackground",
      "taskUUID": "280c8066-e71a-4879-945d-2612d03d474f",
      "model": "runware:112@9",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/d68fab27-4ea8-4d91-b2f9-8ac1e893f9a9.jpg"
      }
    }
  ]'

runware run runware:112@9 \
  inputs.image=https://assets.runware.ai/assets/inputs/d68fab27-4ea8-4d91-b2f9-8ac1e893f9a9.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "280c8066-e71a-4879-945d-2612d03d474f",
  "model": "runware:112@9",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/d68fab27-4ea8-4d91-b2f9-8ac1e893f9a9.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "280c8066-e71a-4879-945d-2612d03d474f",
  "imageUUID": "0de2f7bf-12b4-4338-a437-c0e5177a605a",
  "imageURL": "https://im.runware.ai/image/os/a01d21/ws/5/ii/0de2f7bf-12b4-4338-a437-c0e5177a605a.png",
  "cost": 0.0006,
  "inputImageUUID": "539d4f8f-2958-4057-80c3-2d1671f9c058"
}

remove-background

Glassblower Conference Speaker Headshot Cutout$0.0006~6s

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:112@9',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/190d60fe-5bfe-4cc5-ba77-4920f40f6fdb.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:112@9",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/190d60fe-5bfe-4cc5-ba77-4920f40f6fdb.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "removeBackground",
      "taskUUID": "b1e3f83b-e734-4168-b041-b98abe7c464c",
      "model": "runware:112@9",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/190d60fe-5bfe-4cc5-ba77-4920f40f6fdb.jpg"
      }
    }
  ]'

runware run runware:112@9 \
  inputs.image=https://assets.runware.ai/assets/inputs/190d60fe-5bfe-4cc5-ba77-4920f40f6fdb.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "b1e3f83b-e734-4168-b041-b98abe7c464c",
  "model": "runware:112@9",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/190d60fe-5bfe-4cc5-ba77-4920f40f6fdb.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "b1e3f83b-e734-4168-b041-b98abe7c464c",
  "imageUUID": "f7678718-eb04-47cc-9e3b-173e38ea9f75",
  "imageURL": "https://im.runware.ai/image/os/a10dlim3/ws/5/ii/f7678718-eb04-47cc-9e3b-173e38ea9f75.png",
  "cost": 0.0006,
  "inputImageUUID": "589ed5ad-2f1c-40d2-81a6-7fbe777431aa"
}