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MODEL IDrunware:112@6
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BiRefNet General 512×512 FP16

This variant is optimized for efficient inference at a fixed 512×512 resolution using FP16 precision. It balances segmentation quality with lower memory usage and faster runtime for production environments.

BiRefNet General 512×512 FP16
remove-background

Geothermal Engineer Speaker Headshot

Geothermal Engineer Speaker Headshot
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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/eb4d4778-7dba-454b-b4c7-5b1416ef509c.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/eb4d4778-7dba-454b-b4c7-5b1416ef509c.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": "5ab6331d-409b-463d-8cd8-9454824289c8",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/eb4d4778-7dba-454b-b4c7-5b1416ef509c.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/eb4d4778-7dba-454b-b4c7-5b1416ef509c.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "5ab6331d-409b-463d-8cd8-9454824289c8",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/eb4d4778-7dba-454b-b4c7-5b1416ef509c.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "5ab6331d-409b-463d-8cd8-9454824289c8",
  "imageUUID": "31dbf9ff-5910-4825-ae84-7832bf8a8454",
  "imageURL": "https://im.runware.ai/image/os/a05d22/ws/4/ii/31dbf9ff-5910-4825-ae84-7832bf8a8454.png",
  "cost": 0.0006,
  "inputImageUUID": "df49125f-c342-4877-b8a6-f54e1f3926c4"
}
remove-background

Winter Agritourism Relighting Subject Cutout

Winter Agritourism Relighting Subject 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/9e204410-cfe9-4dc5-bd8f-dd10ff591572.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/9e204410-cfe9-4dc5-bd8f-dd10ff591572.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": "f09cd0a4-587d-4aa2-bd90-47768af429f8",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/9e204410-cfe9-4dc5-bd8f-dd10ff591572.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/9e204410-cfe9-4dc5-bd8f-dd10ff591572.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "f09cd0a4-587d-4aa2-bd90-47768af429f8",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/9e204410-cfe9-4dc5-bd8f-dd10ff591572.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "f09cd0a4-587d-4aa2-bd90-47768af429f8",
  "imageUUID": "8f2ce695-f675-4126-b9ee-0812b4cae68e",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/8f2ce695-f675-4126-b9ee-0812b4cae68e.png",
  "cost": 0.0006,
  "inputImageUUID": "d193e9d4-5757-4a81-a507-79efac43be5b"
}
remove-background

Underwater Inspection Drone Cutout

Underwater Inspection Drone 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/791f1170-da4d-48db-a8e3-f86025084da1.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/791f1170-da4d-48db-a8e3-f86025084da1.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": "d4a3c000-81ca-4e14-8f54-6794e49df568",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/791f1170-da4d-48db-a8e3-f86025084da1.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/791f1170-da4d-48db-a8e3-f86025084da1.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "d4a3c000-81ca-4e14-8f54-6794e49df568",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/791f1170-da4d-48db-a8e3-f86025084da1.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "d4a3c000-81ca-4e14-8f54-6794e49df568",
  "imageUUID": "32110690-404d-4c4e-a0de-fee58bc01e43",
  "imageURL": "https://im.runware.ai/image/os/a09dlim3/ws/4/ii/32110690-404d-4c4e-a0de-fee58bc01e43.png",
  "cost": 0.0006,
  "inputImageUUID": "9b3dcfeb-b0b2-4ddb-bf6e-4ffb6ce2c492"
}
remove-background

Plankton Sampling Net Cutout

Plankton Sampling Net 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/572a8de5-c066-4b6f-9833-d40bfe526c43.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/572a8de5-c066-4b6f-9833-d40bfe526c43.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": "a9de8f0d-b8d2-4ad8-9e1c-5c9940a3b39a",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/572a8de5-c066-4b6f-9833-d40bfe526c43.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/572a8de5-c066-4b6f-9833-d40bfe526c43.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "a9de8f0d-b8d2-4ad8-9e1c-5c9940a3b39a",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/572a8de5-c066-4b6f-9833-d40bfe526c43.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "a9de8f0d-b8d2-4ad8-9e1c-5c9940a3b39a",
  "imageUUID": "05d0f394-f877-449e-b027-e1d3e3609d2a",
  "imageURL": "https://im.runware.ai/image/os/a08dlim3/ws/4/ii/05d0f394-f877-449e-b027-e1d3e3609d2a.png",
  "cost": 0.0006,
  "inputImageUUID": "28742438-803e-4301-bd83-8e54b7bf7bb3"
}
Remove Background

Ornate Carnival Mask Cutout

Ornate Carnival Mask 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/f2b70b38-c65c-45a6-ab0c-ed25df024ef7.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/f2b70b38-c65c-45a6-ab0c-ed25df024ef7.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": "27952d4a-3d2f-4c27-bf9f-de0454612072",
      "outputFormat": "PNG",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/f2b70b38-c65c-45a6-ab0c-ed25df024ef7.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/f2b70b38-c65c-45a6-ab0c-ed25df024ef7.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "27952d4a-3d2f-4c27-bf9f-de0454612072",
  "outputFormat": "PNG",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/f2b70b38-c65c-45a6-ab0c-ed25df024ef7.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "27952d4a-3d2f-4c27-bf9f-de0454612072",
  "imageUUID": "3ec36ba9-7e67-43bf-956b-2804da0f7fee",
  "imageURL": "https://im.runware.ai/image/os/a19d05/ws/3/ii/3ec36ba9-7e67-43bf-956b-2804da0f7fee.png",
  "cost": 0.0006,
  "inputImageUUID": "f19956d3-e57e-4898-aa64-01efa167c5b3"
}
Remove Background

Ceramic Teapot Product Cutout

Ceramic Teapot Product 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/7a9f9ce8-7491-4419-b41b-bf44a5dda8ff.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/7a9f9ce8-7491-4419-b41b-bf44a5dda8ff.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": "215ec04e-418a-49b1-b973-606b256fc4ae",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/7a9f9ce8-7491-4419-b41b-bf44a5dda8ff.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/7a9f9ce8-7491-4419-b41b-bf44a5dda8ff.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "215ec04e-418a-49b1-b973-606b256fc4ae",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/7a9f9ce8-7491-4419-b41b-bf44a5dda8ff.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "215ec04e-418a-49b1-b973-606b256fc4ae",
  "imageUUID": "3ee1111d-661a-43ed-9738-300465f96ab5",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/3ee1111d-661a-43ed-9738-300465f96ab5.png",
  "cost": 0.0006,
  "inputImageUUID": "6ab8f854-5a32-4a7c-b2bc-22a0527d71f6"
}
Remove Background

Wildflower Bicycle Basket Cutout

Wildflower Bicycle Basket 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/c0462504-439e-42ae-beef-4d29727fdd52.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/c0462504-439e-42ae-beef-4d29727fdd52.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": "b3e18b83-e4e2-48fb-b48e-c4f0748fa136",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/c0462504-439e-42ae-beef-4d29727fdd52.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  inputs.image=https://assets.runware.ai/assets/inputs/c0462504-439e-42ae-beef-4d29727fdd52.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "b3e18b83-e4e2-48fb-b48e-c4f0748fa136",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/c0462504-439e-42ae-beef-4d29727fdd52.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "b3e18b83-e4e2-48fb-b48e-c4f0748fa136",
  "imageUUID": "86f36a68-cd11-4b06-b49b-6b3114dc6928",
  "imageURL": "https://im.runware.ai/image/os/a05d22/ws/4/ii/86f36a68-cd11-4b06-b49b-6b3114dc6928.png",
  "cost": 0.0006,
  "inputImageUUID": "13ba2e2e-ef56-49a7-a5f4-bbe0e9e970a0"
}
Remove Background

Ornate Violin on Velvet

Ornate 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@6',
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/9ad5d525-9e58-440d-ba0d-809bd8d5bcb0.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@6",
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/9ad5d525-9e58-440d-ba0d-809bd8d5bcb0.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": "ce48b791-4685-44bf-b240-d5f48540c963",
      "outputFormat": "PNG",
      "model": "runware:112@6",
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/9ad5d525-9e58-440d-ba0d-809bd8d5bcb0.jpg"
      }
    }
  ]'
runware run runware:112@6 \
  outputFormat=PNG \
  inputs.image=https://assets.runware.ai/assets/inputs/9ad5d525-9e58-440d-ba0d-809bd8d5bcb0.jpg
{
  "taskType": "removeBackground",
  "taskUUID": "ce48b791-4685-44bf-b240-d5f48540c963",
  "outputFormat": "PNG",
  "model": "runware:112@6",
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/9ad5d525-9e58-440d-ba0d-809bd8d5bcb0.jpg"
  }
}
Response
{
  "taskType": "imageBackgroundRemoval",
  "taskUUID": "ce48b791-4685-44bf-b240-d5f48540c963",
  "imageUUID": "920e58f4-d35a-4ea3-98c6-3fb56b82aa6b",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/3/ii/920e58f4-d35a-4ea3-98c6-3fb56b82aa6b.png",
  "cost": 0.0006,
  "inputImageUUID": "055ca841-9b26-496d-8e76-8c52902978f5"
}
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