BiRefNet General

January 7, 2024

BiRefNet General is trained for broad segmentation use cases, providing stable and consistent object masks across a wide variety of image domains without task-specific specialization.

Remove Background

Vintage Violin on Velvet

import { createClient } from '@runware/sdk'

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

const [result] = await client.run({
  outputFormat: 'PNG',
  model: 'runware:112@5',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/8f8c5b36-fded-4cf1-a60b-3f50b40ea1a1.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({
            "outputFormat": "PNG",
            "model": "runware:112@5",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/8f8c5b36-fded-4cf1-a60b-3f50b40ea1a1.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": "9ee8b3ab-a09b-4d7f-af31-2a122b4f8877",
      "outputFormat": "PNG",
      "model": "runware:112@5",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/8f8c5b36-fded-4cf1-a60b-3f50b40ea1a1.jpg"
      }
    }
  ]'

runware run runware:112@5 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/8f8c5b36-fded-4cf1-a60b-3f50b40ea1a1.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "9ee8b3ab-a09b-4d7f-af31-2a122b4f8877",
  "outputFormat": "PNG",
  "model": "runware:112@5",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/8f8c5b36-fded-4cf1-a60b-3f50b40ea1a1.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "9ee8b3ab-a09b-4d7f-af31-2a122b4f8877",
  "imageUUID": "e0ca962b-805a-4a9b-93c0-6dbf842aeef9",
  "imageURL": "https://im.runware.ai/image/os/a15d18/ws/4/ii/e0ca962b-805a-4a9b-93c0-6dbf842aeef9.png",
  "cost": 0.0006,
  "inputImageUUID": "4b399a16-aaf9-4d93-a57b-4ac373dba565"
}

Remove Background

Ceramic Koi Teapot Silhouette

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@5',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/1c4bfa2d-5dd9-4b02-bf5e-5c08d61dc40e.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@5",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/1c4bfa2d-5dd9-4b02-bf5e-5c08d61dc40e.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": "e99e8ae1-50d4-457d-9b38-4a7960b8b50d",
      "model": "runware:112@5",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/1c4bfa2d-5dd9-4b02-bf5e-5c08d61dc40e.jpg"
      }
    }
  ]'

runware run runware:112@5 \
  inputs.image=https://assets.runware.ai/assets/inputs/1c4bfa2d-5dd9-4b02-bf5e-5c08d61dc40e.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "e99e8ae1-50d4-457d-9b38-4a7960b8b50d",
  "model": "runware:112@5",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/1c4bfa2d-5dd9-4b02-bf5e-5c08d61dc40e.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "e99e8ae1-50d4-457d-9b38-4a7960b8b50d",
  "imageUUID": "a7305f61-347d-4a9a-8073-abcb78c9d7be",
  "imageURL": "https://im.runware.ai/image/os/a07dlim3/ws/5/ii/a7305f61-347d-4a9a-8073-abcb78c9d7be.png",
  "cost": 0.0006,
  "inputImageUUID": "fa2e26c9-3ae2-44b4-956f-4b5f34247d9b"
}

Remove Background

Antique Violin Velvet Lining

import { createClient } from '@runware/sdk'

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

const [result] = await client.run({
  outputFormat: 'PNG',
  model: 'runware:112@5',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/b7b3bed5-528b-4384-8646-478b917c80ee.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({
            "outputFormat": "PNG",
            "model": "runware:112@5",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/b7b3bed5-528b-4384-8646-478b917c80ee.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": "6bf6b9a8-b5eb-4bdc-a169-792cf60ab153",
      "outputFormat": "PNG",
      "model": "runware:112@5",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/b7b3bed5-528b-4384-8646-478b917c80ee.jpg"
      }
    }
  ]'

runware run runware:112@5 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/b7b3bed5-528b-4384-8646-478b917c80ee.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "6bf6b9a8-b5eb-4bdc-a169-792cf60ab153",
  "outputFormat": "PNG",
  "model": "runware:112@5",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/b7b3bed5-528b-4384-8646-478b917c80ee.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "6bf6b9a8-b5eb-4bdc-a169-792cf60ab153",
  "imageUUID": "41422574-b1da-420a-bd80-e6ea027abc4e",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/41422574-b1da-420a-bd80-e6ea027abc4e.png",
  "cost": 0.0006,
  "inputImageUUID": "dabf328d-9b8c-4269-9caa-c904dd5b6cca"
}

Remove Background

Vintage Carousel Horse Cutout

import { createClient } from '@runware/sdk'

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

const [result] = await client.run({
  outputFormat: 'PNG',
  model: 'runware:112@5',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/1f41f596-4cae-42a3-932c-017ae9ea7162.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({
            "outputFormat": "PNG",
            "model": "runware:112@5",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/1f41f596-4cae-42a3-932c-017ae9ea7162.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": "aa872c7d-1f2e-47be-b7f6-9e882207c5fe",
      "outputFormat": "PNG",
      "model": "runware:112@5",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/1f41f596-4cae-42a3-932c-017ae9ea7162.jpg"
      }
    }
  ]'

runware run runware:112@5 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/1f41f596-4cae-42a3-932c-017ae9ea7162.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "aa872c7d-1f2e-47be-b7f6-9e882207c5fe",
  "outputFormat": "PNG",
  "model": "runware:112@5",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/1f41f596-4cae-42a3-932c-017ae9ea7162.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "aa872c7d-1f2e-47be-b7f6-9e882207c5fe",
  "imageUUID": "83f0c2fb-254e-416e-9fff-15436a4e9880",
  "imageURL": "https://im.runware.ai/image/os/a12d13/ws/4/ii/83f0c2fb-254e-416e-9fff-15436a4e9880.png",
  "cost": 0.0006,
  "inputImageUUID": "e0bc0c75-fb17-474a-a8ca-02fd6c71fb77"
}