Real-ESRGAN

July 22, 2021

Real-ESRGAN is a deep learning-based image super-resolution model that enhances low-resolution images by inferring high-frequency detail and preserving texture quality. It uses generative adversarial techniques to upscale images while reducing noise and maintaining natural appearance.

upscale

Prosthetic Running Blade Catalog Photo$0.0013~7s

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:504@1',
  upscaleFactor: 4,
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/491bf548-85e6-4afb-92c8-4420c5963153.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:504@1",
            "upscaleFactor": 4,
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/491bf548-85e6-4afb-92c8-4420c5963153.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "upscale",
      "taskUUID": "200dfb96-5a33-45f8-96a5-6fd9b62b3618",
      "model": "runware:504@1",
      "upscaleFactor": 4,
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/491bf548-85e6-4afb-92c8-4420c5963153.jpg"
      }
    }
  ]'

runware run runware:504@1 \
  upscaleFactor=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/491bf548-85e6-4afb-92c8-4420c5963153.jpg

{
  "taskType": "upscale",
  "taskUUID": "200dfb96-5a33-45f8-96a5-6fd9b62b3618",
  "model": "runware:504@1",
  "upscaleFactor": 4,
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/491bf548-85e6-4afb-92c8-4420c5963153.jpg"
  }
}

Response

{
  "taskType": "imageUpscale",
  "taskUUID": "200dfb96-5a33-45f8-96a5-6fd9b62b3618",
  "imageUUID": "02a9d235-4bdb-4c18-99e0-53f5726c2ecb",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/4/ii/02a9d235-4bdb-4c18-99e0-53f5726c2ecb.jpg",
  "cost": 0.0013,
  "inputImageUUID": "78433942-2384-456a-baaa-30a685df2bc8"
}

upscale

Herbarium Curator Catalogue Portrait$0.0026~16s

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:504@1',
  upscaleFactor: 4,
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/f9f39878-58b9-4254-9b40-d2a0613c0deb.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:504@1",
            "upscaleFactor": 4,
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/f9f39878-58b9-4254-9b40-d2a0613c0deb.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "upscale",
      "taskUUID": "8f6cbb6d-7e10-4334-9471-7d6c77df94bd",
      "model": "runware:504@1",
      "upscaleFactor": 4,
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/f9f39878-58b9-4254-9b40-d2a0613c0deb.jpg"
      }
    }
  ]'

runware run runware:504@1 \
  upscaleFactor=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/f9f39878-58b9-4254-9b40-d2a0613c0deb.jpg

{
  "taskType": "upscale",
  "taskUUID": "8f6cbb6d-7e10-4334-9471-7d6c77df94bd",
  "model": "runware:504@1",
  "upscaleFactor": 4,
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/f9f39878-58b9-4254-9b40-d2a0613c0deb.jpg"
  }
}

Response

{
  "taskType": "imageUpscale",
  "taskUUID": "8f6cbb6d-7e10-4334-9471-7d6c77df94bd",
  "imageUUID": "5b34c3a3-fcae-4d03-8cb0-a88a64fd8389",
  "imageURL": "https://im.runware.ai/image/os/a04d20/ws/5/ii/5b34c3a3-fcae-4d03-8cb0-a88a64fd8389.jpg",
  "cost": 0.0026,
  "inputImageUUID": "c126baf8-e8a3-47f2-9fe7-ce55b916877a"
}

upscale

Desert Observatory Night Relight$0.0013~10s

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:504@1',
  upscaleFactor: 4,
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/3623ba64-a143-45b5-809b-31e6ee6c13eb.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:504@1",
            "upscaleFactor": 4,
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/3623ba64-a143-45b5-809b-31e6ee6c13eb.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "upscale",
      "taskUUID": "9ef9bf83-9aed-4c73-9301-6fb6424f7e0a",
      "model": "runware:504@1",
      "upscaleFactor": 4,
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/3623ba64-a143-45b5-809b-31e6ee6c13eb.jpg"
      }
    }
  ]'

runware run runware:504@1 \
  upscaleFactor=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/3623ba64-a143-45b5-809b-31e6ee6c13eb.jpg

{
  "taskType": "upscale",
  "taskUUID": "9ef9bf83-9aed-4c73-9301-6fb6424f7e0a",
  "model": "runware:504@1",
  "upscaleFactor": 4,
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/3623ba64-a143-45b5-809b-31e6ee6c13eb.jpg"
  }
}

Response

{
  "taskType": "imageUpscale",
  "taskUUID": "9ef9bf83-9aed-4c73-9301-6fb6424f7e0a",
  "imageUUID": "de772343-550d-4bfc-b13b-d21279d6dc10",
  "imageURL": "https://im.runware.ai/image/os/a07dlim3/ws/4/ii/de772343-550d-4bfc-b13b-d21279d6dc10.jpg",
  "cost": 0.0013,
  "inputImageUUID": "442130f4-200d-4d94-bfa5-1c3d699b813a"
}

upscale

Saffron Apiary Smoker Colorway$0.0026~13s

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:504@1',
  upscaleFactor: 4,
  inputs: {
    image: 'https://assets.runware.ai/assets/inputs/834e30e7-92c3-454c-aa98-fa0db0ea0a32.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:504@1",
            "upscaleFactor": 4,
            "inputs": {
                "image": "https://assets.runware.ai/assets/inputs/834e30e7-92c3-454c-aa98-fa0db0ea0a32.jpg"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "upscale",
      "taskUUID": "f807e06d-115e-4926-82c4-0a168ea00421",
      "model": "runware:504@1",
      "upscaleFactor": 4,
      "inputs": {
        "image": "https://assets.runware.ai/assets/inputs/834e30e7-92c3-454c-aa98-fa0db0ea0a32.jpg"
      }
    }
  ]'

runware run runware:504@1 \
  upscaleFactor=4 \
  inputs.image=https://assets.runware.ai/assets/inputs/834e30e7-92c3-454c-aa98-fa0db0ea0a32.jpg

{
  "taskType": "upscale",
  "taskUUID": "f807e06d-115e-4926-82c4-0a168ea00421",
  "model": "runware:504@1",
  "upscaleFactor": 4,
  "inputs": {
    "image": "https://assets.runware.ai/assets/inputs/834e30e7-92c3-454c-aa98-fa0db0ea0a32.jpg"
  }
}

Response

{
  "taskType": "imageUpscale",
  "taskUUID": "f807e06d-115e-4926-82c4-0a168ea00421",
  "imageUUID": "70458ea4-26c3-44bd-9424-e5524c27a1c9",
  "imageURL": "https://im.runware.ai/image/os/a10dlim3/ws/5/ii/70458ea4-26c3-44bd-9424-e5524c27a1c9.jpg",
  "cost": 0.0026,
  "inputImageUUID": "579887d5-1a30-4738-8291-7972614a444c"
}