jweek/mask_maker – Run with an API on Replicate

jweek / mask_maker

Uses DINO to detect regions and further refines them with SAM. Returns masking data as RLE encoded JSON.

Cold

Public
259 runs
T4

Run with an API

Playground API Examples README Versions

Input

Run this model in Node.js with one line of code:

npx create-replicate --model=jweek/mask_maker

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run jweek/mask_maker using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "jweek/mask_maker:d8bb5e6a60fff437cb4b2cbb5268c585ff400a1ef424e6573557492af0b53ee0",
  {
    input: {
      image: "https://replicate.delivery/pbxt/M0LMz3UdbYxGNrMD4zLnnvmONJz54mI8yrI3nLBBKUs1PCxK/sample.jpg",
      threshold: 0.2,
      mask_format: "coco_rle",
      mask_output: "",
      mask_prompt: "dog, horse, man"
    }
  }
);

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run jweek/mask_maker using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "jweek/mask_maker:d8bb5e6a60fff437cb4b2cbb5268c585ff400a1ef424e6573557492af0b53ee0",
    input={
        "image": "https://replicate.delivery/pbxt/M0LMz3UdbYxGNrMD4zLnnvmONJz54mI8yrI3nLBBKUs1PCxK/sample.jpg",
        "threshold": 0.2,
        "mask_format": "coco_rle",
        "mask_output": "",
        "mask_prompt": "dog, horse, man"
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run jweek/mask_maker using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "jweek/mask_maker:d8bb5e6a60fff437cb4b2cbb5268c585ff400a1ef424e6573557492af0b53ee0",
    "input": {
      "image": "https://replicate.delivery/pbxt/M0LMz3UdbYxGNrMD4zLnnvmONJz54mI8yrI3nLBBKUs1PCxK/sample.jpg",
      "threshold": 0.2,
      "mask_format": "coco_rle",
      "mask_output": "",
      "mask_prompt": "dog, horse, man"
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

{ "meta": { "threshold": 0.2, "dino_model": "GroundingDINO", "request_id": "8ca1fe24-d2ea-4998-8277-50048652993f", "term_count": 3, "image_width": 533, "mask_prompt": "dog, horse, man", "image_height": 799, "request_date": "2024-11-20 09:41:30", "mask_encoding": "Custom RLE", "detection_count": 6, "processing_time": "3.1700 seconds", "mask_maker_version": "1.2.0", "sam_processing_time": "1.1862 seconds", "dino_processing_time": "1.9811 seconds" }, "terms": [ { "term": "dog", "mask_rle": { "size": [ 799, 533 ], "counts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}, "single_flg": false }, { "term": "horse", "mask_rle": { "size": [ 799, 533 ], "counts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}, "single_flg": false }, { "term": "man", "mask_rle": { "size": [ 799, 533 ], "counts": 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0.5932415519399249, 0.7410881801125704, 0.9974968710888611 ], "confidence": 0.23859180510044098, "main_score": 0.3205309892276873 }, { "label": "dog", "pixel": [ 0, 464, 148, 661 ], "ratio": [ 0, 0.5807259073842302, 0.2776735459662289, 0.8272841051314143 ], "confidence": 0.2079329639673233, "main_score": 0.27198054848773007 } ] }

{
  "completed_at": "2024-11-20T09:41:33.968758Z",
  "created_at": "2024-11-20T09:37:36.091000Z",
  "data_removed": false,
  "error": null,
  "id": "f5pheqhkbdrge0ck93qss4748c",
  "input": {
    "image": "https://replicate.delivery/pbxt/M0LMz3UdbYxGNrMD4zLnnvmONJz54mI8yrI3nLBBKUs1PCxK/sample.jpg",
    "threshold": 0.2,
    "mask_prompt": "dog, horse, man"
  },
  "logs": "Loading local image from: /tmp/tmp1oc41yk0sample.jpg\nParsed Mask Terms: ['dog', 'horse', 'man']\nCombined prompt for GroundingDINO: dog, horse, man\n/root/.pyenv/versions/3.9.20/lib/python3.9/site-packages/transformers/modeling_utils.py:905: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.\nwarnings.warn(\n/root/.pyenv/versions/3.9.20/lib/python3.9/site-packages/torch/utils/checkpoint.py:429: UserWarning: torch.utils.checkpoint: please pass in use_reentrant=True or use_reentrant=False explicitly. The default value of use_reentrant will be updated to be False in the future. To maintain current behavior, pass use_reentrant=True. It is recommended that you use use_reentrant=False. Refer to docs for more details on the differences between the two variants.\nwarnings.warn(\n/root/.pyenv/versions/3.9.20/lib/python3.9/site-packages/torch/utils/checkpoint.py:61: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\nwarnings.warn(\nGroundingDINO processing time: 1.9811 seconds\nTotal detections collected: 6\nProcessing term: dog (Single Flag: False)\nProcessing term: horse (Single Flag: False)\nProcessing term: man (Single Flag: False)\nSAM processing time: 1.1862 seconds\nTotal processing time: 3.1700 seconds\nFinal mask data prepared with metadata and detections.\nGenerated mask data with 3 terms.",
  "metrics": {
    "predict_time": 3.424678301,
    "total_time": 237.877758
  },
  "output": {
    "meta": {
      "threshold": 0.2,
      "dino_model": "GroundingDINO",
      "request_id": "8ca1fe24-d2ea-4998-8277-50048652993f",
      "term_count": 3,
      "image_width": 533,
      "mask_prompt": "dog, horse, man",
      "image_height": 799,
      "request_date": "2024-11-20 09:41:30",
      "mask_encoding": "Custom RLE",
      "detection_count": 6,
      "processing_time": "3.1700 seconds",
      "mask_maker_version": "1.2.0",
      "sam_processing_time": "1.1862 seconds",
      "dino_processing_time": "1.9811 seconds"
    },
    "terms": [
      {
        "term": "dog",
        "mask_rle": {
          "size": [
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      {
        "label": "dog",
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  },
  "started_at": "2024-11-20T09:41:30.544079Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/f5pheqhkbdrge0ck93qss4748c",
    "cancel": "https://api.replicate.com/v1/predictions/f5pheqhkbdrge0ck93qss4748c/cancel"
  },
  "version": "c51e98571e26db876ed048b952e3a3df88603abada9777e58a7a70cd5418af14"
}

Generated in

3.4 seconds

Tweak it Share Report

This output was created using a different version of the model, jweek/mask_maker:c51e9857.

Run time and cost

This model runs on Nvidia T4 GPU hardware. We don't yet have enough runs of this model to provide performance information.

Readme

This model doesn't have a readme.