BiRefNet Massive TR DIS5K TR TES

January 7, 2024

This model is trained on multiple large-scale datasets, including DIS5K, to improve robustness across object scales, backgrounds, and visual distributions. It prioritizes generalization and consistency in real-world imagery.

Remove Background

Speckled Quail Egg Cluster

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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/82d758d8-7810-40a1-828d-313d9cf976f7.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@8",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/82d758d8-7810-40a1-828d-313d9cf976f7.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": "11bd6142-5f37-4e69-9b3c-27881339e114",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/82d758d8-7810-40a1-828d-313d9cf976f7.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/82d758d8-7810-40a1-828d-313d9cf976f7.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "11bd6142-5f37-4e69-9b3c-27881339e114",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/82d758d8-7810-40a1-828d-313d9cf976f7.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "11bd6142-5f37-4e69-9b3c-27881339e114",
  "imageUUID": "22362285-ddc0-430e-9f4e-13c73d9d1496",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/5/ii/22362285-ddc0-430e-9f4e-13c73d9d1496.png",
  "cost": 0.0006,
  "inputImageUUID": "09745bb4-cc3d-4531-8764-fdf5b6260d17"
}

Remove Background

Vintage Toy Robot Cutout

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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/e53122b5-6e36-4b5d-b36e-bb75542476a4.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@8",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/e53122b5-6e36-4b5d-b36e-bb75542476a4.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": "48f50d05-5c5e-42ab-9120-7f6faffea4b6",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/e53122b5-6e36-4b5d-b36e-bb75542476a4.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/e53122b5-6e36-4b5d-b36e-bb75542476a4.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "48f50d05-5c5e-42ab-9120-7f6faffea4b6",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/e53122b5-6e36-4b5d-b36e-bb75542476a4.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "48f50d05-5c5e-42ab-9120-7f6faffea4b6",
  "imageUUID": "8b5964de-eb2f-4a4d-a511-8935b1079b58",
  "imageURL": "https://im.runware.ai/image/os/a19d05/ws/4/ii/8b5964de-eb2f-4a4d-a511-8935b1079b58.png",
  "cost": 0.0006,
  "inputImageUUID": "f0c3d62e-2ffa-4e34-8266-5c3432a75fd4"
}

Remove Background

Dewy Running Shoe Cutout

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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/460b3770-6e93-42cc-bf84-65bbf0e46aae.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@8",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/460b3770-6e93-42cc-bf84-65bbf0e46aae.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": "9b16b6ce-20e1-4934-a016-b6a0dd2e09d5",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/460b3770-6e93-42cc-bf84-65bbf0e46aae.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/460b3770-6e93-42cc-bf84-65bbf0e46aae.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "9b16b6ce-20e1-4934-a016-b6a0dd2e09d5",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/460b3770-6e93-42cc-bf84-65bbf0e46aae.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "9b16b6ce-20e1-4934-a016-b6a0dd2e09d5",
  "imageUUID": "aaec4d45-699f-421f-9ab4-779c709d4712",
  "imageURL": "https://im.runware.ai/image/os/a18d05/ws/4/ii/aaec4d45-699f-421f-9ab4-779c709d4712.png",
  "cost": 0.0006,
  "inputImageUUID": "a8318fb1-4fdf-4b20-85cb-5268aef4d8d8"
}

Remove Background

Frayed Kitesurf Sail Cutout

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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/080ff4d2-df64-483f-bf4f-8bca33928ff2.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@8",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/080ff4d2-df64-483f-bf4f-8bca33928ff2.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": "f7ffc4a5-0f38-4810-b9af-00a04d53bc58",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/080ff4d2-df64-483f-bf4f-8bca33928ff2.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/080ff4d2-df64-483f-bf4f-8bca33928ff2.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "f7ffc4a5-0f38-4810-b9af-00a04d53bc58",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/080ff4d2-df64-483f-bf4f-8bca33928ff2.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "f7ffc4a5-0f38-4810-b9af-00a04d53bc58",
  "imageUUID": "64d1f0e4-343f-4334-bc7f-5ffe1af10ef1",
  "imageURL": "https://im.runware.ai/image/os/a05d22/ws/5/ii/64d1f0e4-343f-4334-bc7f-5ffe1af10ef1.png",
  "cost": 0.0006,
  "inputImageUUID": "7a848729-b700-4963-b181-318c474cf305"
}