sandbase-ai/creative-upscaler
Creative Upscaler is sandbase-ai's intelligent image editing model. Transform, retouch, and reimagine existing images using text prompts - from background replacement to artistic style conversion.
PNG, JPEG, WebP, or GIF · 20 MiB maximum
Example output — click Run to generate your own
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OpenAI-compatible endpoint with unified authentication and usage tracking.
https://api.sandbase.ai/v1/runsandbase-ai/creative-upscalerInput Schema
18 parameters · 2 required · 16 optional
| Parameter | Type | Required | Description |
|---|---|---|---|
image | string | Required | The image to upscale. |
prompt | string | Required | The prompt to use for generating the image. Be as descriptive as possible for best results. If no prompt is provide BLIP2 will be used to generate a prompt. |
seed | integer | Optional | The same seed and the same prompt given to the same version of Stable Diffusion will output the same image every time. |
scale | number | Optional | The scale of the output image. The higher the scale, the bigger the output image will be. · Min: 1 · Max: 5 · Default: 2 |
detail | number | Optional | How much detail to add · Min: 0 · Max: 5 · Default: 1 |
skip_ccsr | boolean | Optional | If set to true, the image will not be processed by the CCSR model before being processed by the creativity model. · Default: false |
creativity | number | Optional | How much the output can deviate from the original · Min: 0 · Max: 1 · Default: 0.5 |
model_type | string | Optional | The type of model to use for the upscaling. Default is SD_1_5 · Options: SD_1_5, SDXL · Default: "SD_1_5" SD_1_5SDXL |
prompt_suffix | string | Optional | The suffix to add to the prompt. This is useful to add a common ending to all prompts such as 'high quality' etc or embedding tokens. · Default: " high quality, highly detailed, high resolution, sharp" |
base_model_url | string | Optional | The URL to the base model to use for the upscaling |
guidance_scale | number | Optional | The CFG (Classifier Free Guidance) scale is a measure of how close you want the model to stick to your prompt when looking for a related image to show you. · Min: 0 · Max: 16 · Default: 7.5 |
shape_preservation | number | Optional | How much to preserve the shape of the original image · Min: 0 · Max: 3 · Default: 0.25 |
additional_lora_url | string | Optional | The URL to the additional LORA model to use for the upscaling. Default is None |
num_inference_steps | integer | Optional | The number of inference steps to use for generating the image. The more steps the better the image will be but it will also take longer to generate. · Min: 1 · Max: 200 · Default: 20 |
enable_safety_checks | boolean | Optional | If set to true, the resulting image will be checked whether it includes any potentially unsafe content. If it does, it will be replaced with a black image. · Default: true |
override_size_limits | boolean | Optional | Allow for large uploads that could take a very long time. · Default: false |
additional_lora_scale | number | Optional | The scale of the additional LORA model to use for the upscaling. Default is 1.0 · Default: 1 |
additional_embedding_url | string | Optional | The URL to the additional embeddings to use for the upscaling. Default is None |
Output Schema
| Field | Type | Description |
|---|---|---|
id | string | Unique identifier for the generation task |
status | string | Task status: pending, running, completed, failed, timeout |
model | string | Model used for the generation |
outputs | array | Array of output items |
outputs[].url | string | URL of the generated artifact |
outputs[].content_type | string | MIME type (e.g. image/png, video/mp4) |
error | object | null | Error details if failed, null on success |
error.type | string | Machine-readable error type code |
error.message | string | Human-readable error description |
Async Workflow
This model uses asynchronous execution. Submit a request and poll for the result.
- Submit — POST to /v1/run, receive an
id - Poll — GET /v1/run/{id} until status is
completed,failed, ortimeout - Retrieve — Read
outputsfrom the completed response
Code Examples
Ready-to-run snippets
# Step 1: Submit
curl -X POST https://api.sandbase.ai/v1/run \
-H "Content-Type: application/json" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{
"model": "sandbase-ai/creative-upscaler",
"seed": 42,
"image": "https://static.sandbase.ai/examples/bytedance/seedvr/upscale/image/input_image_0.png",
"scale": 2,
"detail": 1,
"skip_ccsr": false,
"creativity": 0.5,
"model_type": "SD_1_5",
"prompt_suffix": " high quality, highly detailed, high resolution, sharp",
"guidance_scale": 7.5,
"shape_preservation": 0.25,
"num_inference_steps": 20,
"enable_safety_checks": true,
"override_size_limits": false,
"additional_lora_scale": 1,
"prompt": "a beautiful sunset over mountains"
}'
# Step 2: Poll result (replace <id>)
curl https://api.sandbase.ai/v1/run/<id> \
-H "Authorization: Bearer YOUR_API_KEY"API README
Creative Upscaler
Creative Upscaler occupies the image-enlargement role in the model catalog for creative-operations teams. Its practical value is to separate this job from adjacent family routes: an upstream service can confirm that it has prompt, image, submit one well-scoped job, and receive an enhanced image asset for downstream approval. This positioning explains when the exact sandbase-ai/creative-upscaler route belongs in an architecture without borrowing promises from another version, tier, or task variant.
A dependable operating cycle begins by checking the campaign objective, review rubric, and export requirement. The caller records required values separately from optional choices such as seed, scale, detail, skip_ccsr, creativity, model_type, runs a small representative sample, and stores the route name with the resulting artifact. Reviewers then compare that artifact with the agreed acceptance criteria, document any rejected setup, and promote only a successful request shape into larger batches. This workflow gives sandbase-ai/creative-upscaler measurable business context while leaving the Highlights section to explain model behavior.
Highlights
- Detail-conscious enlargement. Creative Upscaler increases image scale while reconstructing texture that basic interpolation would leave soft.
- Source-guided enhancement. The original image remains the visual anchor, so Creative Upscaler improves presentation without asking for a new scene.
- Finishing-stage utility. Creative Upscaler fits after selection, when a chosen visual needs cleaner edges and more usable display dimensions.
- Creative recovery. This route can strengthen perceived detail in compressed or undersized source material before export.
Pricing
| Billing option | Price |
|---|---|
| Per request | $0.001250 |
When to Use
| Scenario | Why it fits |
|---|---|
| Choose Creative Upscaler | Use it when the job specifically calls for creative upscaler and the route’s documented input contract matches assets already available in your workflow. |
| Keep the request reproducible | Use the required image, prompt explicitly, then record optional choices alongside the prompt for repeatable reruns. |
| Build controlled creative variations | Change one declared control at a time when comparing framing, format, duration, resolution, style, or other route-supported output decisions. |
| Integrate asynchronous delivery | Use this endpoint when an application can submit work, track completion, and collect the returned media URL instead of requiring an immediate inline artifact. |
| Validate before a large batch | Run representative prompts and source assets first, confirm the visual or audio behavior, then lock the successful request shape for scaled production. |
Prompt Guide
Lead with the subject or transformation, then add the composition, environment, style, lighting, motion, voice, or fidelity details relevant to this route. Keep every parameter inside the documented schema; the example below uses only fields declared for sandbase-ai/creative-upscaler.
{
"image": "https://static.sandbase.ai/examples/bytedance/seedvr/upscale/image/input_image_0.png",
"prompt": "A polished editorial composition with clear subject, lighting, color, and camera direction.",
"model_type": "SD_1_5"
}
Technical Specs
| Specification | Details |
|---|---|
| Model ID | sandbase-ai/creative-upscaler |
| Execution mode | async |
| Task type | image |
seed | integer · optional |
image | string · required |
scale | number · optional · min 1 · max 5 |
detail | number · optional · min 0 · max 5 |
prompt | string · required |
skip_ccsr | boolean · optional |
creativity | number · optional · min 0 · max 1 |
model_type | string · optional · choices: SD_1_5, SDXL |
prompt_suffix | string · optional |
base_model_url | string · optional |
guidance_scale | number · optional · min 0 · max 16 |
shape_preservation | number · optional · min 0 · max 3 |
additional_lora_url | string · optional |
num_inference_steps | integer · optional · min 1 · max 200 |
enable_safety_checks | boolean · optional |
override_size_limits | boolean · optional |
additional_lora_scale | number · optional |
additional_embedding_url | string · optional |

