BiRefNet v1 Base – COD

January 7, 2024

This BiRefNet variant is specialized for camouflaged object detection, targeting objects that closely blend with their surroundings. It enhances subtle boundary contrast and improves detection reliability in low-visibility and texture-confusing scenarios.

remove-background

Barrel Sauna Seasonal Relight 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@2',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/e156a61e-9ba8-4da5-b74e-cbcb5799e5c3.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@2",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/e156a61e-9ba8-4da5-b74e-cbcb5799e5c3.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": "a5000b31-1dcc-4fa9-84d0-6ed3bc864028",
      "model": "runware:112@2",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/e156a61e-9ba8-4da5-b74e-cbcb5799e5c3.jpg"
      }
    }
  ]'

runware run runware:112@2 \
  inputs.image=https://assets.runware.ai/assets/inputs/e156a61e-9ba8-4da5-b74e-cbcb5799e5c3.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "a5000b31-1dcc-4fa9-84d0-6ed3bc864028",
  "model": "runware:112@2",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/e156a61e-9ba8-4da5-b74e-cbcb5799e5c3.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "a5000b31-1dcc-4fa9-84d0-6ed3bc864028",
  "imageUUID": "3443be53-cf94-4b18-a53b-72119d6d712b",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/5/ii/3443be53-cf94-4b18-a53b-72119d6d712b.png",
  "cost": 0.0006,
  "inputImageUUID": "2c7b2a3c-4106-46c9-942f-bcd5f4a8ddbc"
}

remove-background

Wetland Auditor Profile Portrait Cutout$0.0006~7s

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@2',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/06fe2254-089d-4aae-93ad-4ad576c639f2.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@2",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/06fe2254-089d-4aae-93ad-4ad576c639f2.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": "a43cbfe4-f985-43b2-bdb3-605de33ccfd4",
      "model": "runware:112@2",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/06fe2254-089d-4aae-93ad-4ad576c639f2.jpg"
      }
    }
  ]'

runware run runware:112@2 \
  inputs.image=https://assets.runware.ai/assets/inputs/06fe2254-089d-4aae-93ad-4ad576c639f2.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "a43cbfe4-f985-43b2-bdb3-605de33ccfd4",
  "model": "runware:112@2",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/06fe2254-089d-4aae-93ad-4ad576c639f2.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "a43cbfe4-f985-43b2-bdb3-605de33ccfd4",
  "imageUUID": "d4b4ae7b-99ea-4916-8255-c9f2d1c0cfb5",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/5/ii/d4b4ae7b-99ea-4916-8255-c9f2d1c0cfb5.png",
  "cost": 0.0006,
  "inputImageUUID": "1eb12dd6-03a0-4a06-a653-80242f781f73"
}

remove-background

Field Recordist Editorial Cutout$0.0006~8s

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@2',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/b35112b8-6003-4261-8159-040daee5c2c5.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@2",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/b35112b8-6003-4261-8159-040daee5c2c5.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": "e787b11f-b76b-4f7c-a838-2ea05bc473c4",
      "model": "runware:112@2",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/b35112b8-6003-4261-8159-040daee5c2c5.jpg"
      }
    }
  ]'

runware run runware:112@2 \
  inputs.image=https://assets.runware.ai/assets/inputs/b35112b8-6003-4261-8159-040daee5c2c5.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "e787b11f-b76b-4f7c-a838-2ea05bc473c4",
  "model": "runware:112@2",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/b35112b8-6003-4261-8159-040daee5c2c5.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "e787b11f-b76b-4f7c-a838-2ea05bc473c4",
  "imageUUID": "68ac650b-39b3-4097-bdc6-6d2735bec043",
  "imageURL": "https://im.runware.ai/image/os/a07dlim3/ws/5/ii/68ac650b-39b3-4097-bdc6-6d2735bec043.png",
  "cost": 0.0006,
  "inputImageUUID": "bbfb9641-e14a-4c03-a8a7-3372cf5f3996"
}

remove-background

Alpine Snowcat Twilight Relight Cutout$0.0006~7s

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@2',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/96892244-c939-473c-834d-9350a9695be1.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@2",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/96892244-c939-473c-834d-9350a9695be1.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": "9779e0bc-8327-4936-9b30-634938e7bac6",
      "model": "runware:112@2",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/96892244-c939-473c-834d-9350a9695be1.jpg"
      }
    }
  ]'

runware run runware:112@2 \
  inputs.image=https://assets.runware.ai/assets/inputs/96892244-c939-473c-834d-9350a9695be1.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "9779e0bc-8327-4936-9b30-634938e7bac6",
  "model": "runware:112@2",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/96892244-c939-473c-834d-9350a9695be1.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "9779e0bc-8327-4936-9b30-634938e7bac6",
  "imageUUID": "04bf9bde-7839-4e0d-9522-75c3473d40b2",
  "imageURL": "https://im.runware.ai/image/os/a02d21/ws/5/ii/04bf9bde-7839-4e0d-9522-75c3473d40b2.png",
  "cost": 0.0006,
  "inputImageUUID": "ca20c049-d526-44f9-802b-7a84e110649f"
}