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

Night Observatory Relighting 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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/27a78b06-a579-4b79-9ac2-e5e067ed7b19.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/27a78b06-a579-4b79-9ac2-e5e067ed7b19.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": "f08b5c6c-cdb4-4a17-a6e1-27daf0a5c487",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/27a78b06-a579-4b79-9ac2-e5e067ed7b19.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/27a78b06-a579-4b79-9ac2-e5e067ed7b19.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "f08b5c6c-cdb4-4a17-a6e1-27daf0a5c487",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/27a78b06-a579-4b79-9ac2-e5e067ed7b19.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "f08b5c6c-cdb4-4a17-a6e1-27daf0a5c487",
  "imageUUID": "7a1ec2b7-edae-4ce0-9ac3-afc037989fe4",
  "imageURL": "https://im.runware.ai/image/os/a06dlim3/ws/5/ii/7a1ec2b7-edae-4ce0-9ac3-afc037989fe4.png",
  "cost": 0.0006,
  "inputImageUUID": "3ca30ca5-8b75-45af-b4af-0a2ca7435677"
}

remove-background

Couture Fascinator Virtual Try-On 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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/7564c071-52fa-44ee-af0c-f1a278c05cf8.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/7564c071-52fa-44ee-af0c-f1a278c05cf8.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": "05dfe8e4-f782-40c7-9796-fff17dc7e1f4",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/7564c071-52fa-44ee-af0c-f1a278c05cf8.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/7564c071-52fa-44ee-af0c-f1a278c05cf8.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "05dfe8e4-f782-40c7-9796-fff17dc7e1f4",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/7564c071-52fa-44ee-af0c-f1a278c05cf8.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "05dfe8e4-f782-40c7-9796-fff17dc7e1f4",
  "imageUUID": "c5d0f185-1d8e-42d4-92b2-3a01cfb44169",
  "imageURL": "https://im.runware.ai/image/os/a03d21/ws/5/ii/c5d0f185-1d8e-42d4-92b2-3a01cfb44169.png",
  "cost": 0.0006,
  "inputImageUUID": "336c1e36-cb6c-42ad-9fc0-ad2f5bd64fe0"
}

remove-background

Wardian Terrarium Interior Placement Cutout$0.0006~4s

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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/1ca49887-a5d2-486a-8814-c7edded087b7.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/1ca49887-a5d2-486a-8814-c7edded087b7.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": "a5d94c2b-1f1b-4810-9d9c-f531285d8d05",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/1ca49887-a5d2-486a-8814-c7edded087b7.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/1ca49887-a5d2-486a-8814-c7edded087b7.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "a5d94c2b-1f1b-4810-9d9c-f531285d8d05",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/1ca49887-a5d2-486a-8814-c7edded087b7.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "a5d94c2b-1f1b-4810-9d9c-f531285d8d05",
  "imageUUID": "7b9ccf59-1871-4ccf-95b0-735259fa7861",
  "imageURL": "https://im.runware.ai/image/os/a01d21/ws/5/ii/7b9ccf59-1871-4ccf-95b0-735259fa7861.png",
  "cost": 0.0006,
  "inputImageUUID": "238df77e-2f84-4e44-b836-6a980aed8c5c"
}

remove-background

Clear Electric Violin Product 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@8',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/f18372b7-730f-4c82-a42b-531284cacda6.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/f18372b7-730f-4c82-a42b-531284cacda6.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": "455cd135-f462-495a-aae7-5e5b6140bfde",
      "model": "runware:112@8",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/f18372b7-730f-4c82-a42b-531284cacda6.jpg"
      }
    }
  ]'

runware run runware:112@8 \
  inputs.image=https://assets.runware.ai/assets/inputs/f18372b7-730f-4c82-a42b-531284cacda6.jpg

{
  "taskType": "removeBackground",
  "taskUUID": "455cd135-f462-495a-aae7-5e5b6140bfde",
  "model": "runware:112@8",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/f18372b7-730f-4c82-a42b-531284cacda6.jpg"
  }
}

Response

{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "455cd135-f462-495a-aae7-5e5b6140bfde",
  "imageUUID": "ecd74936-f764-434f-b2d5-c919e87dfe57",
  "imageURL": "https://im.runware.ai/image/os/a01d21/ws/5/ii/ecd74936-f764-434f-b2d5-c919e87dfe57.png",
  "cost": 0.0006,
  "inputImageUUID": "21b47c48-0a3e-4e0a-adb9-e1000065e20a"
}