Dreambooth Image to Image Endpoint
Overview
Dreambooth Image to Image API is used to generate an image from an image. Pass the appropriate request parameters to the endpoint to generate image from an image.
This endpoint generates and returns an image from an image passed with its URL in the request.
Together with the image you can add your description of the desired result by passing prompt and negative prompt.
Request
--request POST 'https://stablediffusionapi.com/api/v3/dreambooth/img2img' \
Make a POST
request to https://stablediffusionapi.com/api/v3/dreambooth/img2img endpoint and pass the required parameters as a request body to the endpoint.
Watch the how-to video to see it in action.
Body Attributes
Parameter | Description |
---|---|
key | Your API Key used for request authorization |
model_id | The ID of the model to be used. It can be public or your trained model. |
prompt | Text prompt with description of the things you want in the image to be generated |
negative_prompt | Items you don't want in the image |
init_image | Link to the Initial Image |
width | Max Height: Width: 1024x1024 |
height | Max Height: Width: 1024x1024 |
samples | Number of images to be returned in response. The maximum value is 4. |
num_inference_steps | Number of denoising steps (minimum: 1; maximum: 50) |
safety_checker | A checker for NSFW images. If such an image is detected, it will be replaced by a blank image. |
enhance_prompt | Enhance prompts for better results; default: yes, options: yes/no |
guidance_scale | Scale for classifier-free guidance (minimum: 1; maximum: 20) |
strength | Prompt strength when using init image. 1.0 corresponds to full destruction of information in the init image. |
seed | Seed is used to reproduce results, same seed will give you same image in return again. Pass null for a random number. |
scheduler | Use it to set a scheduler. |
webhook | Set an URL to get a POST API call once the image generation is complete. |
track_id | This ID is returned in the response to the webhook API call. This will be used to identify the webhook request. |
Schedulers
This endpoint also supports schedulers. Use the "scheduler" parameter in the request body to pass a specific scheduler from the list below:
- DDPMScheduler
- DDIMScheduler
- PNDMScheduler
- LMSDiscreteScheduler
- EulerDiscreteScheduler
- EulerAncestralDiscreteScheduler
- DPMSolverMultistepScheduler
- HeunDiscreteScheduler
- KDPM2DiscreteScheduler
- DPMSolverSinglestepScheduler
- KDPM2AncestralDiscreteScheduler
- UniPCMultistepScheduler
- DDIMInverseScheduler
- DEISMultistepScheduler
- IPNDMScheduler
- KarrasVeScheduler
- ScoreSdeVeScheduler
- LCMScheduler
Example
Body
Body
{
"key": "",
"model_id": "your_model_id",
"prompt": "papercraft, quilling, layers, landscape",
"negative_prompt": null,
"init_image": "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"width": "512",
"height": "512",
"samples": "1",
"num_inference_steps": "30",
"safety_checker": "yes",
"enhance_prompt": "yes",
"guidance_scale": 7.5,
"strength": 0.7,
"scheduler": "UniPCMultistepScheduler",
"seed": null,
"webhook": null,
"track_id": null
}
Request
- JS
- PHP
- NODE
- PYTHON
- JAVA
var myHeaders = new Headers();
myHeaders.append("Content-Type", "application/json");
var raw = JSON.stringify({
"key": "",
"model_id": "your_model_id",
"prompt": "papercraft, quilling, layers, landscape",
"negative_prompt": null,
"init_image": "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"width": "512",
"height": "512",
"samples": "1",
"num_inference_steps": "30",
"safety_checker": "yes",
"enhance_prompt": "yes",
"guidance_scale": 7.5,
"strength": 0.7,
"scheduler": "UniPCMultistepScheduler",
"seed": null,
"webhook": null,
"track_id": null
});
var requestOptions = {
method: 'POST',
headers: myHeaders,
body: raw,
redirect: 'follow'
};
fetch("https://stablediffusionapi.com/api/v3/dreambooth/img2img", requestOptions)
.then(response => response.text())
.then(result => console.log(result))
.catch(error => console.log('error', error));
<?php
$payload = [
"key" => "",
"model_id" => "your_model_id",
"prompt" => "papercraft, quilling, layers, landscape",
"negative_prompt" => null,
"init_image" => "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"width" => "512",
"height" => "512",
"samples" => "1",
"num_inference_steps" => "30",
"safety_checker" => "yes",
"enhance_prompt" => "yes",
"guidance_scale" => 7.5,
"strength" => 0.7,
"scheduler" => "UniPCMultistepScheduler",
"seed" => null,
"webhook" => null,
"track_id" => null
];
$curl = curl_init();
curl_setopt_array($curl, array(
CURLOPT_URL => 'https://stablediffusionapi.com/api/v3/dreambooth/img2img',
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => '',
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 0,
CURLOPT_FOLLOWLOCATION => true,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => 'POST',
CURLOPT_POSTFIELDS => json_encode($payload),
CURLOPT_HTTPHEADER => array(
'Content-Type: application/json'
),
));
$response = curl_exec($curl);
curl_close($curl);
echo $response;
var request = require('request');
var options = {
'method': 'POST',
'url': 'https://stablediffusionapi.com/api/v3/dreambooth/img2img',
'headers': {
'Content-Type': 'application/json'
},
body: JSON.stringify({
"key": "",
"model_id": "your_model_id",
"prompt": "papercraft, quilling, layers, landscape",
"negative_prompt": null,
"init_image": "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"width": "512",
"height": "512",
"samples": "1",
"num_inference_steps": "30",
"safety_checker": "yes",
"enhance_prompt": "yes",
"guidance_scale": 7.5,
"strength": 0.7,
"scheduler": "UniPCMultistepScheduler",
"seed": null,
"webhook": null,
"track_id": null
})
};
request(options, function (error, response) {
if (error) throw new Error(error);
console.log(response.body);
});
import requests
import json
url = "https://stablediffusionapi.com/api/v3/dreambooth/img2img"
payload = json.dumps({
"key": "",
"model_id": "your_model_id",
"prompt": "papercraft, quilling, layers, landscape",
"negative_prompt": None,
"init_image": "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"width": "512",
"height": "512",
"samples": "1",
"num_inference_steps": "30",
"safety_checker": "yes",
"enhance_prompt": "yes",
"guidance_scale": 7.5,
"strength": 0.7,
"scheduler": "UniPCMultistepScheduler",
"seed": None,
"webhook": None,
"track_id": None
})
headers = {
'Content-Type': 'application/json'
}
response = requests.request("POST", url, headers=headers, data=payload)
print(response.text)
OkHttpClient client = new OkHttpClient().newBuilder()
.build();
MediaType mediaType = MediaType.parse("application/json");
RequestBody body = RequestBody.create(mediaType, "{\n \"key\": \"\",\n \"model_id\": \"your_model_id\",\n \"prompt\": \"papercraft, quilling, layers, landscape\",\n \"negative_prompt\": null,\n \"init_image\": \"https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png\",\n \"width\": \"512\",\n \"height\": \"512\",\n \"samples\": \"1\",\n \"num_inference_steps\": \"30\",\n \"safety_checker\": \"yes\",\n \"enhance_prompt\": \"yes\",\n \"guidance_scale\": 7.5,\n \"strength\": 0.7,\n \"scheduler\":\"UniPCMultistepScheduler\",\n \"seed\": null,\n \"webhook\": null,\n \"track_id\": null\n}");
Request request = new Request.Builder()
.url("https://stablediffusionapi.com/api/v3/dreambooth/img2img")
.method("POST", body)
.addHeader("Content-Type", "application/json")
.build();
Response response = client.newCall(request).execute();
Response
{
"status": "success",
"generationTime": 2.5262653827667236,
"id": 12631244,
"output": [
"https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/799898a5-9888-4e8a-bd05-4dcfcb690aac-0.png"
],
"meta": {
"H": 512,
"W": 512,
"file_prefix": "799898a5-9888-4e8a-bd05-4dcfcb690aac",
"full_url": "no",
"guidance_scale": 7.5,
"init_image": "https://pub-8b49af329fae499aa563997f5d4068a4.r2.dev/generations/d8cd0add-8cd7-40a4-802b-7b80be45a14c-0.png",
"model_id": "midjourney-papercut",
"n_samples": 1,
"negative_prompt": " ((out of frame)), ((extra fingers)), mutated hands, ((poorly drawn hands)), ((poorly drawn face)), (((mutation))), (((deformed))), (((tiling))), ((naked)), ((tile)), ((fleshpile)), ((ugly)), (((abstract))), blurry, ((bad anatomy)), ((bad proportions)), ((extra limbs)), cloned face, glitchy, ((extra breasts)), ((double torso)), ((extra arms)), ((extra hands)), ((mangled fingers)), ((missing breasts)), (missing lips), ((ugly face)), ((fat)), ((extra legs))",
"outdir": "out",
"prompt": "mdjrny-pprct papercraft, quilling, layers, landscape DSLR photography, sharp focus, Unreal Engine 5, Octane Render, Redshift, ((cinematic lighting)), f/1.4, ISO 200, 1/160s, 8K, RAW, unedited, symmetrical balance, in-frame",
"safetychecker": "yes",
"scheduler": "UniPCMultistepScheduler",
"seed": 1591256096,
"steps": 20,
"strength": 0.7,
"upscale": "no"
}
}