BiRefNet Dis

January 7, 2024

BiRefNet Dis focuses on binary object segmentation tasks where clear separation between subject and background is required. The model emphasizes structural consistency and minimizes foreground leakage through dual reference guidance.

Remove Background

Ceramic Teapot on Checkered Cloth

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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/38dc83c7-1755-4688-89ec-c7dd523346cc.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/38dc83c7-1755-4688-89ec-c7dd523346cc.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": "d4387b0a-fbcd-496a-a8bb-53c0caf13c80",
      "model": "runware:112@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/38dc83c7-1755-4688-89ec-c7dd523346cc.jpg"
      }
    }
  ]'

runware run runware:112@3 \
  inputs.image=https://assets.runware.ai/assets/inputs/38dc83c7-1755-4688-89ec-c7dd523346cc.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "d4387b0a-fbcd-496a-a8bb-53c0caf13c80",
  "model": "runware:112@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/38dc83c7-1755-4688-89ec-c7dd523346cc.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "d4387b0a-fbcd-496a-a8bb-53c0caf13c80",
  "imageUUID": "4740f198-adf2-4c66-bca8-6948aef3a927",
  "imageURL": "https://im.runware.ai/image/os/a07dlim3/ws/5/ii/4740f198-adf2-4c66-bca8-6948aef3a927.png",
  "cost": 0.0006,
  "inputImageUUID": "26ca3c33-000c-4804-885d-48c437e513d7"
}

Remove Background

Antique 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@3',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/a5a86919-d2d7-4cca-aabd-d0c27d2ab0eb.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@3",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/a5a86919-d2d7-4cca-aabd-d0c27d2ab0eb.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": "c3628f4b-39e2-4d58-9e8f-f923e677b652",
      "outputFormat": "PNG",
      "model": "runware:112@3",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/a5a86919-d2d7-4cca-aabd-d0c27d2ab0eb.jpg"
      }
    }
  ]'

runware run runware:112@3 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/a5a86919-d2d7-4cca-aabd-d0c27d2ab0eb.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "c3628f4b-39e2-4d58-9e8f-f923e677b652",
  "outputFormat": "PNG",
  "model": "runware:112@3",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/a5a86919-d2d7-4cca-aabd-d0c27d2ab0eb.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "c3628f4b-39e2-4d58-9e8f-f923e677b652",
  "imageUUID": "960301f2-cba9-4b96-88e4-d823d58e4f11",
  "imageURL": "https://im.runware.ai/image/os/a15d18/ws/4/ii/960301f2-cba9-4b96-88e4-d823d58e4f11.png",
  "cost": 0.0006,
  "inputImageUUID": "8cb2a5a0-0fb2-484e-998f-5a2585d886a9"
}