faces

face detection

Desktop, Detection, Caffe

curl -X PUT http://localhost:8080/services/faces -d '{
 "description": "face detection service",
 "model": {
  "repository": "/opt/models/faces",
  "create_repository": true,
  "init":"https://deepdetect.com/models/init/desktop/images/detection/faces_512.tar.gz"
 },
 "mllib": "caffe",
 "type": "supervised",
 "parameters": {
  "input": {
   "connector": "image"
  }
 }
}'
curl -X POST 'http://localhost:8080/predict' -d '{
  "service": "faces",
  "parameters": {
    "input": {},
    "output": {
      "confidence_threshold": 0.4,
      "bbox": true
    },
    "mllib": {
      "gpu": true
    }
  },
  "data": [
    "/data/example.jpg"
  ]
}'
from dd_client import DD
from dd_client import DD
host = 'localhost'
port = 8080
dd = DD(host,port)
dd.set_return_format(dd.RETURN_PYTHON)

parameters_input = {}
parameters_mllib = {}
parameters_output = {"confidence_threshold": 0.4, "bbox": True}
data = ["/data/example.jpg"]
sname = 'faces'
classif = dd.post_predict(sname,data,parameters_input,parameters_mllib,parameters_output)
// https://www.npmjs.com/package/deepdetect-js
var DD = require('deepdetect-js');

const dd = new DD({
  host: 'localhost',
  port: 8080
})

const postData = {
  "service": "faces",
  "parameters": {
    "input": {}
    "output": {
      "confidence_threshold": 0.4,
      "bbox": true
    },
    "mllib": {}
  },
  "data": [
    "/data/example.jpg"
  ]
}

async function run() {
  const predict = await dd.postPredict(postData);
  console.log(predict);
}

run()
{
  "status": {
    "code": 200,
    "msg": "OK"
  },
  "head": {
    "method": "/predict",
    "service": "faces",
    "time": 46
  },
  "body": {
    "predictions": [
      {
        "classes": [
          {
            "prob": 0.390458345413208,
            "bbox": {
              "xmax": 364.34820556640625,
              "ymax": 50.02314376831055,
              "ymin": 82.06399536132812,
              "xmin": 326.3580017089844
            },
            "cat": "1"
          },
          {
            "prob": 0.3900381922721863,
            "bbox": {
              "xmax": 271.8947448730469,
              "ymax": 47.45260238647461,
              "ymin": 74.53034973144531,
              "xmin": 239.1929931640625
            },
            "cat": "1"
          },
          {
            "prob": 0.325770765542984,
            "bbox": {
              "xmax": 531.6181030273438,
              "ymax": 57.574459075927734,
              "ymin": 82.18014526367188,
              "xmin": 501.7938232421875
            },
            "cat": "1"
          },
          {
            "prob": 0.23247282207012177,
            "bbox": {
              "xmax": 230.73373413085938,
              "ymax": 16.717960357666016,
              "ymin": 38.75651931762695,
              "xmin": 201.1503448486328
            },
            "cat": "1"
          },
          {
            "prob": 0.21733301877975464,
            "bbox": {
              "xmax": 398.0325927734375,
              "ymax": 38.843482971191406,
              "ymin": 60.36002731323242,
              "xmin": 371.2444152832031
            },
            "cat": "1"
          },
          {
            "prob": 0.20370665192604065,
            "bbox": {
              "xmax": 439.99615478515625,
              "ymax": 48.639259338378906,
              "ymin": 74.54566955566406,
              "xmin": 407.150390625
            },
            "cat": "1"
          },
          {
            "prob": 0.1948963850736618,
            "bbox": {
              "xmax": 160.39971923828125,
              "ymax": 27.83022689819336,
              "ymin": 50.85374450683594,
              "xmin": 132.84400939941406
            },
            "cat": "1"
          },
          {
            "prob": 0.18383292853832245,
            "bbox": {
              "xmax": 536.7980346679688,
              "ymax": 1.5278087854385376,
              "ymin": 26.120481491088867,
              "xmin": 472.716796875
            },
            "cat": "1"
          },
          {
            "prob": 0.1603844314813614,
            "last": true,
            "bbox": {
              "xmax": 88.8065185546875,
              "ymax": 45.23637771606445,
              "ymin": 68.2235107421875,
              "xmin": 61.595584869384766
            },
            "cat": "1"
          }
        ],
        "uri": "/data/example.jpg"
      }
    ]
  }
}