CCSR
CCSR is a diffusion-based image super-resolution model designed for real-world low-quality inputs, improving sharpness and restoring detail while keeping artifacts controlled during upscaling.

API Reference
INTEGRATE
Complete technical specification for integration
RequestResponse
Examples8
CODE
Ready-to-use code snippets for common workflows
Deep-Sea Specimen Scratchboard Plate

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Transform the specimen photograph into a museum-quality scientific scratchboard illustration while preserving the exact giant isopod, overhead composition, proportions, pose, silhouette, anatomy, and placement. Render the segmented armor, fine shell ridges, antennae, joints, legs, and tail with meticulous engraved white linework and cross-hatching over deep charcoal-black ink, with subtle oxidized-teal accents and a warm ivory paper ground. Natural tonal modeling, tactile hand-cut marks, restrained archival character, exceptionally clean detail suitable for a large natural-history exhibit panel. Reconstruct only details supported by the source image; introduce no new objects or anatomical features.',
negativePrompt: 'changed pose, altered anatomy, extra legs, missing legs, duplicate antennae, invented markings, additional animals, underwater scenery, rocks, plants, labels, captions, border, ruler, hands, photorealistic rendering, glossy 3D appearance, cartoon style, blurred linework, halos, oversharpening, compression artifacts'
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/c9cc9c2a-3a0b-4006-9059-fdf1713daaae.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Transform the specimen photograph into a museum-quality scientific scratchboard illustration while preserving the exact giant isopod, overhead composition, proportions, pose, silhouette, anatomy, and placement. Render the segmented armor, fine shell ridges, antennae, joints, legs, and tail with meticulous engraved white linework and cross-hatching over deep charcoal-black ink, with subtle oxidized-teal accents and a warm ivory paper ground. Natural tonal modeling, tactile hand-cut marks, restrained archival character, exceptionally clean detail suitable for a large natural-history exhibit panel. Reconstruct only details supported by the source image; introduce no new objects or anatomical features.",
"negativePrompt": "changed pose, altered anatomy, extra legs, missing legs, duplicate antennae, invented markings, additional animals, underwater scenery, rocks, plants, labels, captions, border, ruler, hands, photorealistic rendering, glossy 3D appearance, cartoon style, blurred linework, halos, oversharpening, compression artifacts"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/c9cc9c2a-3a0b-4006-9059-fdf1713daaae.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": "0eef0028-c784-4887-a28b-fb1d92335c30",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Transform the specimen photograph into a museum-quality scientific scratchboard illustration while preserving the exact giant isopod, overhead composition, proportions, pose, silhouette, anatomy, and placement. Render the segmented armor, fine shell ridges, antennae, joints, legs, and tail with meticulous engraved white linework and cross-hatching over deep charcoal-black ink, with subtle oxidized-teal accents and a warm ivory paper ground. Natural tonal modeling, tactile hand-cut marks, restrained archival character, exceptionally clean detail suitable for a large natural-history exhibit panel. Reconstruct only details supported by the source image; introduce no new objects or anatomical features.",
"negativePrompt": "changed pose, altered anatomy, extra legs, missing legs, duplicate antennae, invented markings, additional animals, underwater scenery, rocks, plants, labels, captions, border, ruler, hands, photorealistic rendering, glossy 3D appearance, cartoon style, blurred linework, halos, oversharpening, compression artifacts"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/c9cc9c2a-3a0b-4006-9059-fdf1713daaae.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Transform the specimen photograph into a museum-quality scientific scratchboard illustration while preserving the exact giant isopod, overhead composition, proportions, pose, silhouette, anatomy, and placement. Render the segmented armor, fine shell ridges, antennae, joints, legs, and tail with meticulous engraved white linework and cross-hatching over deep charcoal-black ink, with subtle oxidized-teal accents and a warm ivory paper ground. Natural tonal modeling, tactile hand-cut marks, restrained archival character, exceptionally clean detail suitable for a large natural-history exhibit panel. Reconstruct only details supported by the source image; introduce no new objects or anatomical features." \
settings.negativePrompt="changed pose, altered anatomy, extra legs, missing legs, duplicate antennae, invented markings, additional animals, underwater scenery, rocks, plants, labels, captions, border, ruler, hands, photorealistic rendering, glossy 3D appearance, cartoon style, blurred linework, halos, oversharpening, compression artifacts" \
inputs.image=https://assets.runware.ai/assets/inputs/c9cc9c2a-3a0b-4006-9059-fdf1713daaae.jpg{
"taskType": "upscale",
"taskUUID": "0eef0028-c784-4887-a28b-fb1d92335c30",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Transform the specimen photograph into a museum-quality scientific scratchboard illustration while preserving the exact giant isopod, overhead composition, proportions, pose, silhouette, anatomy, and placement. Render the segmented armor, fine shell ridges, antennae, joints, legs, and tail with meticulous engraved white linework and cross-hatching over deep charcoal-black ink, with subtle oxidized-teal accents and a warm ivory paper ground. Natural tonal modeling, tactile hand-cut marks, restrained archival character, exceptionally clean detail suitable for a large natural-history exhibit panel. Reconstruct only details supported by the source image; introduce no new objects or anatomical features.",
"negativePrompt": "changed pose, altered anatomy, extra legs, missing legs, duplicate antennae, invented markings, additional animals, underwater scenery, rocks, plants, labels, captions, border, ruler, hands, photorealistic rendering, glossy 3D appearance, cartoon style, blurred linework, halos, oversharpening, compression artifacts"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/c9cc9c2a-3a0b-4006-9059-fdf1713daaae.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "0eef0028-c784-4887-a28b-fb1d92335c30",
"imageUUID": "03bcf225-c391-422d-89ce-8733a06d01fd",
"imageURL": "https://im.runware.ai/image/os/a01d21/ws/4/ii/03bcf225-c391-422d-89ce-8733a06d01fd.jpg",
"cost": 0.007,
"inputImageUUID": "102f7426-7f9c-4908-b0a4-45ff5962bda1"
}Heritage Fishing Fly Catalog Cleanup

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Clean archival auction-catalog photograph of the exact same historic salmon fly, preserving the original composition, silhouette, hook geometry, feather arrangement, colors, material wear, lighting, shadows, and charcoal background. Faithfully reconstruct natural feather barbs, silk winding, aged metallic tinsel edges, and forged-steel surface detail; reduce pixelation, compression ringing, noise, and softness without beautifying the artifact or introducing any new objects.'
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/02f44f22-e1f1-4523-b4ed-483b8197ba81.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Clean archival auction-catalog photograph of the exact same historic salmon fly, preserving the original composition, silhouette, hook geometry, feather arrangement, colors, material wear, lighting, shadows, and charcoal background. Faithfully reconstruct natural feather barbs, silk winding, aged metallic tinsel edges, and forged-steel surface detail; reduce pixelation, compression ringing, noise, and softness without beautifying the artifact or introducing any new objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02f44f22-e1f1-4523-b4ed-483b8197ba81.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": "fbdf92ba-4d74-4db0-a9ce-5782260bb3f0",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Clean archival auction-catalog photograph of the exact same historic salmon fly, preserving the original composition, silhouette, hook geometry, feather arrangement, colors, material wear, lighting, shadows, and charcoal background. Faithfully reconstruct natural feather barbs, silk winding, aged metallic tinsel edges, and forged-steel surface detail; reduce pixelation, compression ringing, noise, and softness without beautifying the artifact or introducing any new objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02f44f22-e1f1-4523-b4ed-483b8197ba81.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Clean archival auction-catalog photograph of the exact same historic salmon fly, preserving the original composition, silhouette, hook geometry, feather arrangement, colors, material wear, lighting, shadows, and charcoal background. Faithfully reconstruct natural feather barbs, silk winding, aged metallic tinsel edges, and forged-steel surface detail; reduce pixelation, compression ringing, noise, and softness without beautifying the artifact or introducing any new objects." \
inputs.image=https://assets.runware.ai/assets/inputs/02f44f22-e1f1-4523-b4ed-483b8197ba81.jpg{
"taskType": "upscale",
"taskUUID": "fbdf92ba-4d74-4db0-a9ce-5782260bb3f0",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Clean archival auction-catalog photograph of the exact same historic salmon fly, preserving the original composition, silhouette, hook geometry, feather arrangement, colors, material wear, lighting, shadows, and charcoal background. Faithfully reconstruct natural feather barbs, silk winding, aged metallic tinsel edges, and forged-steel surface detail; reduce pixelation, compression ringing, noise, and softness without beautifying the artifact or introducing any new objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02f44f22-e1f1-4523-b4ed-483b8197ba81.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "fbdf92ba-4d74-4db0-a9ce-5782260bb3f0",
"imageUUID": "2cb8aab7-9a96-4978-94f5-73ef4c03fe26",
"imageURL": "https://im.runware.ai/image/os/a09dlim3/ws/4/ii/2cb8aab7-9a96-4978-94f5-73ef4c03fe26.jpg",
"cost": 0.0173,
"inputImageUUID": "4a7d7b08-1ce0-4a63-b51b-6ff8df52e0be"
}Bunraku Puppet Stage Composite

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Faithfully enhance the existing Bunraku puppet stage composite at 2x resolution. Preserve the exact framing, puppet identity, pose, proportions, lighting, and black-box theater background. Reconstruct natural carved-wood grain, facial paint, articulated fingers, brocade weave, gold embroidery, fabric wear, stage-floor texture, and clean subject edges without changing the approved composition.',
negativePrompt: 'new objects, extra puppets, puppeteers, altered face, changed costume, changed pose, different background, reframed composition, invented ornament, excessive sharpening, halos, plastic texture, smeared embroidery, text, watermark'
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/02fac66b-e052-427a-b525-41e7ed4e9326.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Faithfully enhance the existing Bunraku puppet stage composite at 2x resolution. Preserve the exact framing, puppet identity, pose, proportions, lighting, and black-box theater background. Reconstruct natural carved-wood grain, facial paint, articulated fingers, brocade weave, gold embroidery, fabric wear, stage-floor texture, and clean subject edges without changing the approved composition.",
"negativePrompt": "new objects, extra puppets, puppeteers, altered face, changed costume, changed pose, different background, reframed composition, invented ornament, excessive sharpening, halos, plastic texture, smeared embroidery, text, watermark"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02fac66b-e052-427a-b525-41e7ed4e9326.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": "9e76af2e-408e-4b3e-950c-73f3cd08b80d",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Faithfully enhance the existing Bunraku puppet stage composite at 2x resolution. Preserve the exact framing, puppet identity, pose, proportions, lighting, and black-box theater background. Reconstruct natural carved-wood grain, facial paint, articulated fingers, brocade weave, gold embroidery, fabric wear, stage-floor texture, and clean subject edges without changing the approved composition.",
"negativePrompt": "new objects, extra puppets, puppeteers, altered face, changed costume, changed pose, different background, reframed composition, invented ornament, excessive sharpening, halos, plastic texture, smeared embroidery, text, watermark"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02fac66b-e052-427a-b525-41e7ed4e9326.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Faithfully enhance the existing Bunraku puppet stage composite at 2x resolution. Preserve the exact framing, puppet identity, pose, proportions, lighting, and black-box theater background. Reconstruct natural carved-wood grain, facial paint, articulated fingers, brocade weave, gold embroidery, fabric wear, stage-floor texture, and clean subject edges without changing the approved composition." \
settings.negativePrompt="new objects, extra puppets, puppeteers, altered face, changed costume, changed pose, different background, reframed composition, invented ornament, excessive sharpening, halos, plastic texture, smeared embroidery, text, watermark" \
inputs.image=https://assets.runware.ai/assets/inputs/02fac66b-e052-427a-b525-41e7ed4e9326.jpg{
"taskType": "upscale",
"taskUUID": "9e76af2e-408e-4b3e-950c-73f3cd08b80d",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Faithfully enhance the existing Bunraku puppet stage composite at 2x resolution. Preserve the exact framing, puppet identity, pose, proportions, lighting, and black-box theater background. Reconstruct natural carved-wood grain, facial paint, articulated fingers, brocade weave, gold embroidery, fabric wear, stage-floor texture, and clean subject edges without changing the approved composition.",
"negativePrompt": "new objects, extra puppets, puppeteers, altered face, changed costume, changed pose, different background, reframed composition, invented ornament, excessive sharpening, halos, plastic texture, smeared embroidery, text, watermark"
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/02fac66b-e052-427a-b525-41e7ed4e9326.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "9e76af2e-408e-4b3e-950c-73f3cd08b80d",
"imageUUID": "57c57706-36e3-4050-bddf-6c1b0225b117",
"imageURL": "https://im.runware.ai/image/os/a05d22/ws/4/ii/57c57706-36e3-4050-bddf-6c1b0225b117.jpg",
"cost": 0.016,
"inputImageUUID": "b2795192-6b1c-49aa-b3c5-d92b9356a0eb"
}Avalanche Rescue Dog Composite

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Production-finish the existing background-swapped avalanche rescue photograph while preserving the exact dog identity, pose, proportions, orange harness design, framing and all background elements. Reconstruct natural individual fur strands, whiskers, clear eyes, woven nylon and reflective trim, compacted snow crystals and credible distant mountain detail. Maintain the cold cyan blue-hour palette, restrained warm helicopter work lights, realistic depth of field and documentary photography character. Keep the composite seamless and physically believable without changing the composition or adding objects.'
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/5726cc52-aaba-465c-9e29-b96dfd2b76aa.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Production-finish the existing background-swapped avalanche rescue photograph while preserving the exact dog identity, pose, proportions, orange harness design, framing and all background elements. Reconstruct natural individual fur strands, whiskers, clear eyes, woven nylon and reflective trim, compacted snow crystals and credible distant mountain detail. Maintain the cold cyan blue-hour palette, restrained warm helicopter work lights, realistic depth of field and documentary photography character. Keep the composite seamless and physically believable without changing the composition or adding objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/5726cc52-aaba-465c-9e29-b96dfd2b76aa.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": "b53b0008-11c1-489e-81a0-901bc6f5c359",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Production-finish the existing background-swapped avalanche rescue photograph while preserving the exact dog identity, pose, proportions, orange harness design, framing and all background elements. Reconstruct natural individual fur strands, whiskers, clear eyes, woven nylon and reflective trim, compacted snow crystals and credible distant mountain detail. Maintain the cold cyan blue-hour palette, restrained warm helicopter work lights, realistic depth of field and documentary photography character. Keep the composite seamless and physically believable without changing the composition or adding objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/5726cc52-aaba-465c-9e29-b96dfd2b76aa.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Production-finish the existing background-swapped avalanche rescue photograph while preserving the exact dog identity, pose, proportions, orange harness design, framing and all background elements. Reconstruct natural individual fur strands, whiskers, clear eyes, woven nylon and reflective trim, compacted snow crystals and credible distant mountain detail. Maintain the cold cyan blue-hour palette, restrained warm helicopter work lights, realistic depth of field and documentary photography character. Keep the composite seamless and physically believable without changing the composition or adding objects." \
inputs.image=https://assets.runware.ai/assets/inputs/5726cc52-aaba-465c-9e29-b96dfd2b76aa.jpg{
"taskType": "upscale",
"taskUUID": "b53b0008-11c1-489e-81a0-901bc6f5c359",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Production-finish the existing background-swapped avalanche rescue photograph while preserving the exact dog identity, pose, proportions, orange harness design, framing and all background elements. Reconstruct natural individual fur strands, whiskers, clear eyes, woven nylon and reflective trim, compacted snow crystals and credible distant mountain detail. Maintain the cold cyan blue-hour palette, restrained warm helicopter work lights, realistic depth of field and documentary photography character. Keep the composite seamless and physically believable without changing the composition or adding objects."
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/5726cc52-aaba-465c-9e29-b96dfd2b76aa.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "b53b0008-11c1-489e-81a0-901bc6f5c359",
"imageUUID": "a8201278-cf2d-4ea3-a5ea-258c2947e858",
"imageURL": "https://im.runware.ai/image/os/a03d21/ws/4/ii/a8201278-cf2d-4ea3-a5ea-258c2947e858.jpg",
"cost": 0.0166,
"inputImageUUID": "c2859598-77b1-4e01-aeac-1d7f673c7663"
}Faded Space Museum Diorama

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Restore realistic fine detail in a vintage museum diorama photograph: sharpen miniature astronaut suits, metallic capsule surfaces, tiny printed placards, painted star backdrop, dust specks on the display case, subtle reflections, aged exhibit textures, and crisp exhibit edges while preserving the authentic indoor museum atmosphere.',
negativePrompt: 'hallucinated extra figures, fantasy elements, overly smooth plastic textures, excessive contrast, oversharpening halos, distorted text, duplicated objects, heavy noise, surreal lighting',
seed: 13808,
steps: 30,
CFGScale: 4
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/179020e7-0ea1-428b-99aa-8db0662af80b.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine detail in a vintage museum diorama photograph: sharpen miniature astronaut suits, metallic capsule surfaces, tiny printed placards, painted star backdrop, dust specks on the display case, subtle reflections, aged exhibit textures, and crisp exhibit edges while preserving the authentic indoor museum atmosphere.",
"negativePrompt": "hallucinated extra figures, fantasy elements, overly smooth plastic textures, excessive contrast, oversharpening halos, distorted text, duplicated objects, heavy noise, surreal lighting",
"seed": 13808,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/179020e7-0ea1-428b-99aa-8db0662af80b.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": "74ae9cc4-a984-4e45-bf4f-ef7b2b9ceae4",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine detail in a vintage museum diorama photograph: sharpen miniature astronaut suits, metallic capsule surfaces, tiny printed placards, painted star backdrop, dust specks on the display case, subtle reflections, aged exhibit textures, and crisp exhibit edges while preserving the authentic indoor museum atmosphere.",
"negativePrompt": "hallucinated extra figures, fantasy elements, overly smooth plastic textures, excessive contrast, oversharpening halos, distorted text, duplicated objects, heavy noise, surreal lighting",
"seed": 13808,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/179020e7-0ea1-428b-99aa-8db0662af80b.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Restore realistic fine detail in a vintage museum diorama photograph: sharpen miniature astronaut suits, metallic capsule surfaces, tiny printed placards, painted star backdrop, dust specks on the display case, subtle reflections, aged exhibit textures, and crisp exhibit edges while preserving the authentic indoor museum atmosphere." \
settings.negativePrompt="hallucinated extra figures, fantasy elements, overly smooth plastic textures, excessive contrast, oversharpening halos, distorted text, duplicated objects, heavy noise, surreal lighting" \
settings.seed=13808 \
settings.steps=30 \
settings.CFGScale=4 \
inputs.image=https://assets.runware.ai/assets/inputs/179020e7-0ea1-428b-99aa-8db0662af80b.jpg{
"taskType": "upscale",
"taskUUID": "74ae9cc4-a984-4e45-bf4f-ef7b2b9ceae4",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine detail in a vintage museum diorama photograph: sharpen miniature astronaut suits, metallic capsule surfaces, tiny printed placards, painted star backdrop, dust specks on the display case, subtle reflections, aged exhibit textures, and crisp exhibit edges while preserving the authentic indoor museum atmosphere.",
"negativePrompt": "hallucinated extra figures, fantasy elements, overly smooth plastic textures, excessive contrast, oversharpening halos, distorted text, duplicated objects, heavy noise, surreal lighting",
"seed": 13808,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/179020e7-0ea1-428b-99aa-8db0662af80b.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "74ae9cc4-a984-4e45-bf4f-ef7b2b9ceae4",
"imageUUID": "e741a027-29ee-4953-a2f8-8d69cde40040",
"imageURL": "https://im.runware.ai/image/os/a05d22/ws/3/ii/e741a027-29ee-4953-a2f8-8d69cde40040.jpg",
"cost": 0.0019,
"inputImageUUID": "87bc3baa-9eea-492e-8172-3ce26ce93db6"
}Pixelated Arcade Mascot Sign

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'clean restored signage photo, crisp lettering, sharper mascot outline, natural painted metal texture, controlled detail recovery, realistic street photo, reduced blockiness, reduced compression artifacts',
negativePrompt: 'extra characters, altered wording, warped shapes, oversmoothing, halos, plastic texture, painterly look, heavy noise, duplicated features',
controlNetWeight: 1,
steps: 24,
seed: 72130,
CFGScale: 5.5
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/ecb5e718-fe2c-4309-977a-f457dbe88ef8.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean restored signage photo, crisp lettering, sharper mascot outline, natural painted metal texture, controlled detail recovery, realistic street photo, reduced blockiness, reduced compression artifacts",
"negativePrompt": "extra characters, altered wording, warped shapes, oversmoothing, halos, plastic texture, painterly look, heavy noise, duplicated features",
"controlNetWeight": 1,
"steps": 24,
"seed": 72130,
"CFGScale": 5.5
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/ecb5e718-fe2c-4309-977a-f457dbe88ef8.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": "061fab37-bf9d-4115-880c-6bacb1f0193e",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean restored signage photo, crisp lettering, sharper mascot outline, natural painted metal texture, controlled detail recovery, realistic street photo, reduced blockiness, reduced compression artifacts",
"negativePrompt": "extra characters, altered wording, warped shapes, oversmoothing, halos, plastic texture, painterly look, heavy noise, duplicated features",
"controlNetWeight": 1,
"steps": 24,
"seed": 72130,
"CFGScale": 5.5
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/ecb5e718-fe2c-4309-977a-f457dbe88ef8.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="clean restored signage photo, crisp lettering, sharper mascot outline, natural painted metal texture, controlled detail recovery, realistic street photo, reduced blockiness, reduced compression artifacts" \
settings.negativePrompt="extra characters, altered wording, warped shapes, oversmoothing, halos, plastic texture, painterly look, heavy noise, duplicated features" \
settings.controlNetWeight=1 \
settings.steps=24 \
settings.seed=72130 \
settings.CFGScale=5.5 \
inputs.image=https://assets.runware.ai/assets/inputs/ecb5e718-fe2c-4309-977a-f457dbe88ef8.jpg{
"taskType": "upscale",
"taskUUID": "061fab37-bf9d-4115-880c-6bacb1f0193e",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean restored signage photo, crisp lettering, sharper mascot outline, natural painted metal texture, controlled detail recovery, realistic street photo, reduced blockiness, reduced compression artifacts",
"negativePrompt": "extra characters, altered wording, warped shapes, oversmoothing, halos, plastic texture, painterly look, heavy noise, duplicated features",
"controlNetWeight": 1,
"steps": 24,
"seed": 72130,
"CFGScale": 5.5
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/ecb5e718-fe2c-4309-977a-f457dbe88ef8.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "061fab37-bf9d-4115-880c-6bacb1f0193e",
"imageUUID": "628e2511-7ea7-412f-9e19-2d9292124114",
"imageURL": "https://im.runware.ai/image/os/a05d22/ws/2/ii/628e2511-7ea7-412f-9e19-2d9292124114.jpg",
"cost": 0.0019,
"inputImageUUID": "136ef585-8479-4a08-a404-c6a829fdf6ca"
}Pixelated Storefront Sign Cleanup

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'clean realistic restoration of a small corner shop storefront, sharper sign lettering, crisp awning stripes, clearer window reflections, natural brick and painted wood textures, readable handwritten notices, preserved realistic lighting, controlled detail, faithful reconstruction from a low-quality photo',
negativePrompt: 'hallucinated objects, extra text, distorted letters, oversmoothing, plastic textures, excessive sharpening halos, duplicate plants, warped doorway, painterly look, surreal details',
steps: 24,
CFGScale: 4,
controlNetWeight: 1,
seed: 17303
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/6525ac0d-dc61-443d-a965-a464e8b2fbc2.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean realistic restoration of a small corner shop storefront, sharper sign lettering, crisp awning stripes, clearer window reflections, natural brick and painted wood textures, readable handwritten notices, preserved realistic lighting, controlled detail, faithful reconstruction from a low-quality photo",
"negativePrompt": "hallucinated objects, extra text, distorted letters, oversmoothing, plastic textures, excessive sharpening halos, duplicate plants, warped doorway, painterly look, surreal details",
"steps": 24,
"CFGScale": 4,
"controlNetWeight": 1,
"seed": 17303
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/6525ac0d-dc61-443d-a965-a464e8b2fbc2.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": "da96bcdb-e015-43e8-a7e0-26ea9ce9318b",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean realistic restoration of a small corner shop storefront, sharper sign lettering, crisp awning stripes, clearer window reflections, natural brick and painted wood textures, readable handwritten notices, preserved realistic lighting, controlled detail, faithful reconstruction from a low-quality photo",
"negativePrompt": "hallucinated objects, extra text, distorted letters, oversmoothing, plastic textures, excessive sharpening halos, duplicate plants, warped doorway, painterly look, surreal details",
"steps": 24,
"CFGScale": 4,
"controlNetWeight": 1,
"seed": 17303
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/6525ac0d-dc61-443d-a965-a464e8b2fbc2.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="clean realistic restoration of a small corner shop storefront, sharper sign lettering, crisp awning stripes, clearer window reflections, natural brick and painted wood textures, readable handwritten notices, preserved realistic lighting, controlled detail, faithful reconstruction from a low-quality photo" \
settings.negativePrompt="hallucinated objects, extra text, distorted letters, oversmoothing, plastic textures, excessive sharpening halos, duplicate plants, warped doorway, painterly look, surreal details" \
settings.steps=24 \
settings.CFGScale=4 \
settings.controlNetWeight=1 \
settings.seed=17303 \
inputs.image=https://assets.runware.ai/assets/inputs/6525ac0d-dc61-443d-a965-a464e8b2fbc2.jpg{
"taskType": "upscale",
"taskUUID": "da96bcdb-e015-43e8-a7e0-26ea9ce9318b",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "clean realistic restoration of a small corner shop storefront, sharper sign lettering, crisp awning stripes, clearer window reflections, natural brick and painted wood textures, readable handwritten notices, preserved realistic lighting, controlled detail, faithful reconstruction from a low-quality photo",
"negativePrompt": "hallucinated objects, extra text, distorted letters, oversmoothing, plastic textures, excessive sharpening halos, duplicate plants, warped doorway, painterly look, surreal details",
"steps": 24,
"CFGScale": 4,
"controlNetWeight": 1,
"seed": 17303
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/6525ac0d-dc61-443d-a965-a464e8b2fbc2.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "da96bcdb-e015-43e8-a7e0-26ea9ce9318b",
"imageUUID": "37f83818-e885-46e5-b8ef-936948d0a872",
"imageURL": "https://im.runware.ai/image/os/a08d21/ws/2/ii/37f83818-e885-46e5-b8ef-936948d0a872.jpg",
"cost": 0.0013,
"inputImageUUID": "44b41196-c94e-42b9-a0b1-606e0f7e641c"
}Weathered Atlas Reading Room

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:501@1',
upscaleFactor: 2,
settings: {
positivePrompt: 'Restore realistic fine details in the reading room scene: sharpen map labels and contour lines, preserve aged paper fibers, enhance wood grain on the table and floor, recover book spine texture, maintain natural daylight and documentary realism, controlled cleanup of blur and compression artifacts, faithful structure, no synthetic oversmoothing',
negativePrompt: 'cartoon, CGI, overly glossy surfaces, hallucinated objects, warped text, excessive sharpening halos, plastic skin, heavy noise, duplicate books, distorted perspective',
seed: 49710,
steps: 30,
CFGScale: 4
},
inputs: {
image: 'https://assets.runware.ai/assets/inputs/2361ae30-eac2-4a3b-9ea8-15f22dd1d030.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:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine details in the reading room scene: sharpen map labels and contour lines, preserve aged paper fibers, enhance wood grain on the table and floor, recover book spine texture, maintain natural daylight and documentary realism, controlled cleanup of blur and compression artifacts, faithful structure, no synthetic oversmoothing",
"negativePrompt": "cartoon, CGI, overly glossy surfaces, hallucinated objects, warped text, excessive sharpening halos, plastic skin, heavy noise, duplicate books, distorted perspective",
"seed": 49710,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/2361ae30-eac2-4a3b-9ea8-15f22dd1d030.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": "1a07a8e7-1ceb-456b-9e7b-1b8ba162ede0",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine details in the reading room scene: sharpen map labels and contour lines, preserve aged paper fibers, enhance wood grain on the table and floor, recover book spine texture, maintain natural daylight and documentary realism, controlled cleanup of blur and compression artifacts, faithful structure, no synthetic oversmoothing",
"negativePrompt": "cartoon, CGI, overly glossy surfaces, hallucinated objects, warped text, excessive sharpening halos, plastic skin, heavy noise, duplicate books, distorted perspective",
"seed": 49710,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/2361ae30-eac2-4a3b-9ea8-15f22dd1d030.jpg"
}
}
]'runware run runware:501@1 \
upscaleFactor=2 \
settings.positivePrompt="Restore realistic fine details in the reading room scene: sharpen map labels and contour lines, preserve aged paper fibers, enhance wood grain on the table and floor, recover book spine texture, maintain natural daylight and documentary realism, controlled cleanup of blur and compression artifacts, faithful structure, no synthetic oversmoothing" \
settings.negativePrompt="cartoon, CGI, overly glossy surfaces, hallucinated objects, warped text, excessive sharpening halos, plastic skin, heavy noise, duplicate books, distorted perspective" \
settings.seed=49710 \
settings.steps=30 \
settings.CFGScale=4 \
inputs.image=https://assets.runware.ai/assets/inputs/2361ae30-eac2-4a3b-9ea8-15f22dd1d030.jpg{
"taskType": "upscale",
"taskUUID": "1a07a8e7-1ceb-456b-9e7b-1b8ba162ede0",
"model": "runware:501@1",
"upscaleFactor": 2,
"settings": {
"positivePrompt": "Restore realistic fine details in the reading room scene: sharpen map labels and contour lines, preserve aged paper fibers, enhance wood grain on the table and floor, recover book spine texture, maintain natural daylight and documentary realism, controlled cleanup of blur and compression artifacts, faithful structure, no synthetic oversmoothing",
"negativePrompt": "cartoon, CGI, overly glossy surfaces, hallucinated objects, warped text, excessive sharpening halos, plastic skin, heavy noise, duplicate books, distorted perspective",
"seed": 49710,
"steps": 30,
"CFGScale": 4
},
"inputs": {
"image": "https://assets.runware.ai/assets/inputs/2361ae30-eac2-4a3b-9ea8-15f22dd1d030.jpg"
}
}{
"taskType": "imageUpscale",
"taskUUID": "1a07a8e7-1ceb-456b-9e7b-1b8ba162ede0",
"imageUUID": "576cfaf0-d711-475d-88f5-0e271ad2282c",
"imageURL": "https://im.runware.ai/image/os/a04d20/ws/3/ii/576cfaf0-d711-475d-88f5-0e271ad2282c.jpg",
"cost": 0.0019,
"inputImageUUID": "d79805bb-35a7-4a48-b9e9-c44aefaf166a"
}