Vertex AI Vision
Exemple d'une analyse d'une image PAR LABEL DETECTION :
Image source :
Requette :
{
"requests": [
{
"image": {
"source": {
"gcsImageUri": "gs://qwiklabs-gcp-02-148f0046b176-bucket/donuts.png"
}
},
"features": [
{
"type": "WEB_DETECTION",
"maxResults": 10
}
]
}
]
}curl -s -X POST -H "Content-Type: application/json" --data-binary @request.json https://vision.googleapis.com/v1/images:annotate?key=${API_KEY}Réponse :
{
"responses": [
{
"labelAnnotations": [
{
"mid": "/m/02wbm",
"description": "Food",
"score": 0.986098,
"topicality": 0.986098
},
{
"mid": "/m/01wydv",
"description": "Beignet",
"score": 0.9145899,
"topicality": 0.9145899
},
{
"mid": "/m/07xgrh",
"description": "Ingredient",
"score": 0.8922239,
"topicality": 0.8922239
},
{
"mid": "/m/01dk8s",
"description": "Powdered sugar",
"score": 0.855484,
"topicality": 0.855484
},
{
"mid": "/m/0p57p",
"description": "Recipe",
"score": 0.84780663,
"topicality": 0.84780663
},
{
"mid": "/m/01ykh",
"description": "Cuisine",
"score": 0.83784735,
"topicality": 0.83784735
},
{
"mid": "/m/06gd3r",
"description": "Angel wings",
"score": 0.8157256,
"topicality": 0.8157256
},
{
"mid": "/m/02q08p0",
"description": "Dish",
"score": 0.80321497,
"topicality": 0.80321497
},
{
"mid": "/m/052lwg6",
"description": "Baked goods",
"score": 0.79568243,
"topicality": 0.79568243
},
{
"mid": "/m/06x4c",
"description": "Sugar",
"score": 0.7846247,
"topicality": 0.7846247
}
]
}
]
}Exemple d'une analyse d'une image PAR WEB DETECTION :
{
"responses": [
{
"webDetection": {
"webEntities": [
{
"entityId": "/m/01wydv",
"score": 0.72217673,
"description": "Beignet"
},
{
"entityId": "/m/01dk8s",
"score": 0.63628644,
"description": "Icing Sugar"
},
{
"entityId": "/m/02wvn_6",
"score": 0.49952897,
"description": "Ricciarelli"
},
{
"entityId": "/g/11fmgrs4qm",
"score": 0.385,
"description": "Vision AI"
},
{
"entityId": "/m/0jy4k",
"score": 0.3813,
"description": "Doughnut"
},
{
"entityId": "/t/24bjj59_jbj9f",
"score": 0.3775
},
{
"entityId": "/m/045c7b",
"score": 0.3775,
"description": "Google"
},
{
"entityId": "/m/0105pbj4",
"score": 0.3433,
"description": "Google Cloud Platform"
},
{
"entityId": "/m/0z5n",
"score": 0.3351,
"description": "API"
},
{
"entityId": "/m/02y_9m3",
"score": 0.3168,
"description": "Cloud computing"
}
],
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
},
{
"url": "https://miro.medium.com/v2/resize:fit:1400/1*JSX2yNORAAOxdGoU17c4_A.png"
}
],
"pagesWithMatchingImages": [
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=it&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=de&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=fr_CA&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=uk&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=pt_PT&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=zh_TW&parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?parent=catalog",
"pageTitle": "Detect Labels, Faces, and Landmarks in Images with the Cloud ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
},
{
"url": "https://github.com/ratokeshi/Cloud-Shell-GSP037-Detect-Labels-Faces-and-Landmarks-in-Images-with-the-Cloud-Vision-API/blob/master/tutorial.md",
"pageTitle": "GSP037 -- Tutorial: Detect Labels, Faces, and Landmarks in Images ...",
"fullMatchingImages": [
{
"url": "https://camo.githubusercontent.com/de4a92596dd95e3a6e3486783113543c0b0ad077242450b605fdc8d5b3a5a4b4/68747470733a2f2f63646e2e7177696b6c6162732e636f6d2f5634506d455549377958644b7079744c4e5271775625324279474871796d2532426668646b745669386e6a34705073253344"
}
]
},
{
"url": "https://github.com/CCH0124/qwiklab/blob/master/Machine%20Learning%20APIs/2020-09-03-cloud-vision-api.md",
"pageTitle": "2020-09-03-cloud-vision-api.md - GitHub",
"fullMatchingImages": [
{
"url": "https://developers.google.com/codelabs/cloud-vision-intro/img/b05d9534e547f5ee.jpeg"
}
]
},
{
"url": "https://www.cloudskillsboost.google/focuses/1841?locale=es&parent=catalog",
"pageTitle": "Detecte etiquetas, rostros y puntos de referencia en las imágenes ...",
"fullMatchingImages": [
{
"url": "https://cdn.qwiklabs.com/V4PmEUI7yXdKpytLNRqwV%2ByGHqym%2BfhdktVi8nj4pPs%3D"
}
]
}
],
"visuallySimilarImages": [
{
"url": "https://cdn.qwiklabs.com/S%2FkNFToGu3UCBBin8FTTTupTpksj6PBcKpa1ZyPqwNk%3D"
},
{
"url": "https://img-global.cpcdn.com/recipes/a66a9a6fc2696648/680x482cq70/mutzenmandeln-german-fritters-recipe-main-photo.jpg"
},
{
"url": "https://cdn.qwiklabs.com/vgWkDHchgJbOs4QsNHnrTHKs5%2Fo1rkQWFxMCLtHmrPo%3D"
},
{
"url": "https://lp-cms-production.imgix.net/features/2017/11/GettyImages-138513933-c96bcb32cf5f.jpg?auto=format&q=75&w=1920"
},
{
"url": "https://cdn.qwiklabs.com/w%2BfLMzkJxWN1WummHFhBLmkw5eFFSMFfQUiN6bwAwFA%3D"
},
{
"url": "https://img.cdn4dd.com/p/fit=cover,width=1200,height=1200,format=auto,quality=90/media/photosV2/9836e6c1-4775-4f05-bd5d-7aa9672a252f-retina-large.JPG"
},
{
"url": "https://images.sbs.com.au/dims4/default/f352d99/2147483647/strip/true/crop/1200x675+0+113/resize/1280x720!/quality/90/?url=http%3A%2F%2Fsbs-au-brightspot.s3.amazonaws.com%2Fdrupal%2Ffood%2Fpublic%2Fgettyimages-638180210.jpg"
},
{
"url": "https://www.catburglardoughco.co.uk/cdn/shop/files/C68A5692-5039-4486-BEA4-B64A758B558F.jpg?v=1699803372&width=533"
},
{
"url": "https://lh3.googleusercontent.com/eaLMslkaROuaXqJvLGIg-2QdrK-K9bUfSRA_flRP0UjnYKY_ItzzFNdsEf4Ia3ssRk0ieq2cBIPzNXLSqAnr1yT-mirlt7prvbJ8Jo2P=w1200-h630-p-rj-l75"
},
{
"url": "https://lookaside.instagram.com/seo/google_widget/crawler/?media_id=3233064463578091407"
}
],
"bestGuessLabels": [
{
"label": "powdered sugar"
}
]
}
}
]
}Exemple d'une analyse d'une image PAR LABEL DETECTION :
Fichier de requette :
{
"requests": [
{
"image": {
"source": {
"gcsImageUri": "gs://qwiklabs-gcp-02-148f0046b176-bucket/selfie.png"
}
},
"features": [
{
"type": "FACE_DETECTION"
},
{
"type": "LANDMARK_DETECTION"
}
]
}
]
}Commande :
curl -s -X POST -H "Content-Type: application/json" --data-binary @request.json https://vision.googleapis.com/v1/images:annotate?key=${API_KEY}Résultat :
{
"responses": [
{
"faceAnnotations": [
{
"boundingPoly": {
"vertices": [
{
"x": 668,
"y": 321
},
{
"x": 759,
"y": 321
},
{
"x": 759,
"y": 428
},
{
"x": 668,
"y": 428
}
]
},
"fdBoundingPoly": {
"vertices": [
{
"x": 675,
"y": 342
},
{
"x": 752,
"y": 342
},
{
"x": 752,
"y": 418
},
{
"x": 675,
"y": 418
}
]
},
"landmarks": [
{
"type": "LEFT_EYE",
"position": {
"x": 692.43866,
"y": 373.3567,
"z": 3.373623e-05
}
},
{
"type": "RIGHT_EYE",
"position": {
"x": 717.378,
"y": 372.80283,
"z": -10.198742
}
},
{
"type": "LEFT_OF_LEFT_EYEBROW",
"position": {
"x": 685.4162,
"y": 366.67938,
"z": 5.713165
}
},
{
"type": "RIGHT_OF_LEFT_EYEBROW",
"position": {
"x": 697.2991,
"y": 369.66382,
"z": -7.347992
}
},
{
"type": "LEFT_OF_RIGHT_EYEBROW",
"position": {
"x": 708.3684,
"y": 366.63693,
"z": -11.891495
}
},
{
"type": "RIGHT_OF_RIGHT_EYEBROW",
"position": {
"x": 726.387,
"y": 366.9591,
"z": -11.319866
}
},
{
"type": "MIDPOINT_BETWEEN_EYES",
"position": {
"x": 701.6046,
"y": 373.41864,
"z": -9.908357
}
},
{
"type": "NOSE_TIP",
"position": {
"x": 697.15344,
"y": 388.13058,
"z": -16.976954
}
},
{
"type": "UPPER_LIP",
"position": {
"x": 701.7274,
"y": 398.90063,
"z": -11.995066
}
},
{
"type": "LOWER_LIP",
"position": {
"x": 699.92926,
"y": 405.88278,
"z": -10.244858
}
},
{
"type": "MOUTH_LEFT",
"position": {
"x": 690.5546,
"y": 401.1665,
"z": -0.62963176
}
},
{
"type": "MOUTH_RIGHT",
"position": {
"x": 716.9991,
"y": 400.65125,
"z": -10.09579
}
},
{
"type": "MOUTH_CENTER",
"position": {
"x": 700.99243,
"y": 402.0346,
"z": -10.156912
}
},
{
"type": "NOSE_BOTTOM_RIGHT",
"position": {
"x": 709.8808,
"y": 390.7631,
"z": -11.243357
}
},
{
"type": "NOSE_BOTTOM_LEFT",
"position": {
"x": 696.3279,
"y": 391.8381,
"z": -5.7694793
}
},
{
"type": "NOSE_BOTTOM_CENTER",
"position": {
"x": 701.84155,
"y": 393.0317,
"z": -11.99778
}
},
{
"type": "LEFT_EYE_TOP_BOUNDARY",
"position": {
"x": 691.84955,
"y": 370.639,
"z": -1.1958665
}
},
{
"type": "LEFT_EYE_RIGHT_CORNER",
"position": {
"x": 697.6948,
"y": 374.61545,
"z": -2.1564898
}
},
{
"type": "LEFT_EYE_BOTTOM_BOUNDARY",
"position": {
"x": 691.71344,
"y": 375.79626,
"z": -0.1917541
}
},
{
"type": "LEFT_EYE_LEFT_CORNER",
"position": {
"x": 687.0204,
"y": 372.78336,
"z": 4.4688487
}
},
{
"type": "RIGHT_EYE_TOP_BOUNDARY",
"position": {
"x": 717.58777,
"y": 370.20477,
"z": -11.638302
}
},
{
"type": "RIGHT_EYE_RIGHT_CORNER",
"position": {
"x": 723.5248,
"y": 373.70828,
"z": -10.248271
}
},
{
"type": "RIGHT_EYE_BOTTOM_BOUNDARY",
"position": {
"x": 717.4111,
"y": 375.0081,
"z": -10.57846
}
},
{
"type": "RIGHT_EYE_LEFT_CORNER",
"position": {
"x": 711.91406,
"y": 373.00806,
"z": -8.051287
}
},
{
"type": "LEFT_EYEBROW_UPPER_MIDPOINT",
"position": {
"x": 690.81885,
"y": 365.88174,
"z": -2.3195024
}
},
{
"type": "RIGHT_EYEBROW_UPPER_MIDPOINT",
"position": {
"x": 716.738,
"y": 364.33142,
"z": -13.070583
}
},
{
"type": "LEFT_EAR_TRAGION",
"position": {
"x": 685.4494,
"y": 382.5777,
"z": 35.894524
}
},
{
"type": "RIGHT_EAR_TRAGION",
"position": {
"x": 749.4171,
"y": 381.63037,
"z": 12.328761
}
},
{
"type": "FOREHEAD_GLABELLA",
"position": {
"x": 701.61536,
"y": 367.41168,
"z": -10.287974
}
},
{
"type": "CHIN_GNATHION",
"position": {
"x": 700.69476,
"y": 421.18158,
"z": -7.21095
}
},
{
"type": "CHIN_LEFT_GONION",
"position": {
"x": 688.1349,
"y": 404.81442,
"z": 23.377693
}
},
{
"type": "CHIN_RIGHT_GONION",
"position": {
"x": 734.8416,
"y": 405.79562,
"z": 4.5565524
}
},
{
"type": "LEFT_CHEEK_CENTER",
"position": {
"x": 686.4387,
"y": 389.8197,
"z": 4.3024597
}
},
{
"type": "RIGHT_CHEEK_CENTER",
"position": {
"x": 723.57526,
"y": 390.40497,
"z": -10.311082
}
}
],
"rollAngle": 0.59558755,
"panAngle": -22.601566,
"tiltAngle": 0.0803935,
"detectionConfidence": 0.96875,
"landmarkingConfidence": 0.41884518,
"joyLikelihood": "LIKELY",
"sorrowLikelihood": "VERY_UNLIKELY",
"angerLikelihood": "VERY_UNLIKELY",
"surpriseLikelihood": "VERY_UNLIKELY",
"underExposedLikelihood": "VERY_UNLIKELY",
"blurredLikelihood": "VERY_UNLIKELY",
"headwearLikelihood": "VERY_LIKELY"
},
{
"boundingPoly": {
"vertices": [
{
"x": 744,
"y": 447
},
{
"x": 893,
"y": 447
},
{
"x": 893,
"y": 621
},
{
"x": 744,
"y": 621
}
]
},
"fdBoundingPoly": {
"vertices": [
{
"x": 757,
"y": 484
},
{
"x": 878,
"y": 484
},
{
"x": 878,
"y": 604
},
{
"x": 757,
"y": 604
}
]
},
"landmarks": [
{
"type": "LEFT_EYE",
"position": {
"x": 793.5294,
"y": 539.38367,
"z": 5.9366226e-05
}
},
{
"type": "RIGHT_EYE",
"position": {
"x": 840.46094,
"y": 535.4346,
"z": -2.1895075
}
},
{
"type": "LEFT_OF_LEFT_EYEBROW",
"position": {
"x": 775.37445,
"y": 530.46454,
"z": 3.0618556
}
},
{
"type": "RIGHT_OF_LEFT_EYEBROW",
"position": {
"x": 803.0138,
"y": 527.3482,
"z": -9.849849
}
},
{
"type": "LEFT_OF_RIGHT_EYEBROW",
"position": {
"x": 827.15405,
"y": 526.40594,
"z": -10.899489
}
},
{
"type": "RIGHT_OF_RIGHT_EYEBROW",
"position": {
"x": 855.7899,
"y": 523.0633,
"z": -0.59696364
}
},
{
"type": "MIDPOINT_BETWEEN_EYES",
"position": {
"x": 816.6269,
"y": 536.4698,
"z": -9.777311
}
},
{
"type": "NOSE_TIP",
"position": {
"x": 819.23175,
"y": 565.9421,
"z": -18.531992
}
},
{
"type": "UPPER_LIP",
"position": {
"x": 820.303,
"y": 576.862,
"z": -7.0771503
}
},
{
"type": "LOWER_LIP",
"position": {
"x": 822.7886,
"y": 592.95184,
"z": -2.042104
}
},
{
"type": "MOUTH_LEFT",
"position": {
"x": 800.8822,
"y": 579.7369,
"z": 5.9498067
}
},
{
"type": "MOUTH_RIGHT",
"position": {
"x": 841.2108,
"y": 576.2314,
"z": 4.011873
}
},
{
"type": "MOUTH_CENTER",
"position": {
"x": 821.5351,
"y": 584.1139,
"z": -3.0886195
}
},
{
"type": "NOSE_BOTTOM_RIGHT",
"position": {
"x": 830.9645,
"y": 563.2333,
"z": -3.27593
}
},
{
"type": "NOSE_BOTTOM_LEFT",
"position": {
"x": 805.9413,
"y": 565.3266,
"z": -2.1608777
}
},
{
"type": "NOSE_BOTTOM_CENTER",
"position": {
"x": 819.59265,
"y": 570.1875,
"z": -8.321762
}
},
{
"type": "LEFT_EYE_TOP_BOUNDARY",
"position": {
"x": 793.62726,
"y": 534.8656,
"z": -2.8054543
}
},
{
"type": "LEFT_EYE_RIGHT_CORNER",
"position": {
"x": 804.0568,
"y": 538.8929,
"z": -0.37255192
}
},
{
"type": "LEFT_EYE_BOTTOM_BOUNDARY",
"position": {
"x": 794.21674,
"y": 542.7089,
"z": 0.028744698
}
},
{
"type": "LEFT_EYE_LEFT_CORNER",
"position": {
"x": 784.6544,
"y": 539.5231,
"z": 4.2155437
}
},
{
"type": "RIGHT_EYE_TOP_BOUNDARY",
"position": {
"x": 840.2383,
"y": 531.39136,
"z": -5.024068
}
},
{
"type": "RIGHT_EYE_RIGHT_CORNER",
"position": {
"x": 850.17914,
"y": 533.6771,
"z": 1.0958834
}
},
{
"type": "RIGHT_EYE_BOTTOM_BOUNDARY",
"position": {
"x": 841.3888,
"y": 538.5844,
"z": -2.2287033
}
},
{
"type": "RIGHT_EYE_LEFT_CORNER",
"position": {
"x": 831.3864,
"y": 537.139,
"z": -1.6448504
}
},
{
"type": "LEFT_EYEBROW_UPPER_MIDPOINT",
"position": {
"x": 788.3237,
"y": 525.27527,
"z": -6.2738914
}
},
{
"type": "RIGHT_EYEBROW_UPPER_MIDPOINT",
"position": {
"x": 840.9917,
"y": 520.7708,
"z": -8.764145
}
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{
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