many classes object detection
Desktop, Detection, Caffe
curl -X PUT http://localhost:8080/services/detection_201 -d '{
"description": "object detection service",
"model": {
"repository": "/opt/models/detection_201_simsearch",
"create_repository": true,
"init":"https://deepdetect.com/models/init/desktop/images/detection/detection_201_simsearch.tar.gz"
},
"parameters": {"input": {"connector":"image"}},
"mllib": "caffe",
"type": "supervised"
}'
curl -X PUT http://localhost:8080/services -d
{
}
curl -X POST 'http://localhost:8080/predict' -d '{
"service": "detection_201",
"parameters": {
"output": {
"confidence_threshold": 0.1,
"rois": "rois"
},
"mllib": {
"gpu": true
}
},
"data": [
"/data/example.jpg"
]
}'
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":0.1,"rois":"rois"}
data = ["/data/example.jpg"]
sname = 'detection_201'
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": "detection_201",
"parameters": {
"output": {
"confidence_threshold": 0.1,
"rois": "rois"
},
"mllib": {
"gpu": true
}
},
"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": "detection_201",
"time": 60
},
"body": {
"predictions": [
{
"classes": [
{
"prob": 0.8248323798179626,
"bbox": {
"xmax": 487.2122497558594,
"ymax": 351.72113037109375,
"ymin": 521.0411376953125,
"xmin": 301.8126220703125
},
"cat": "Car"
},
{
"prob": 0.29296377301216125,
"bbox": {
"xmax": 202.32383728027344,
"ymax": 352.185791015625,
"ymin": 447.30419921875,
"xmin": 12.260007858276367
},
"cat": "Car"
},
{
"prob": 0.14670416712760925,
"bbox": {
"xmax": 534.9172973632812,
"ymax": 8.029011726379395,
"ymin": 397.7722473144531,
"xmin": 17.81478500366211
},
"cat": "Tree"
},
{
"prob": 0.13783478736877441,
"bbox": {
"xmax": 288.7256774902344,
"ymax": 335.0918273925781,
"ymin": 404.08905029296875,
"xmin": 156.46469116210938
},
"cat": "Van"
},
{
"prob": 0.13422219455242157,
"last": true,
"bbox": {
"xmax": 156.6908416748047,
"ymax": 150.88865661621094,
"ymin": 346.5965881347656,
"xmin": 21.79889488220215
},
"cat": "Tree"
}
],
"uri": "/data/example.jpg"
}
]
}
}