Just a simple API that takes an image, runs it through the AWS Rekognition service, and returns the findings.
git clone https://github.com/davidkryzaniak/serverless-image-tag-processorcd serverless-image-tag-processornpm installsam deploy --guided
The API Gateway that is created will be in the displayed in the sam deploy output along with the link to get an API Key (which must be included in the request header as "x-api-key"). Base64 encode your image and POST it in the body of the request to your new endpoint.
{
"Labels": [
{
"Name": "Car",
"Confidence": 99.98506927490234,
"Instances": [
{
"BoundingBox": {"Width": 0.5482786297798157,"Height": 0.2690356373786926,"Left": 0.21538400650024414,"Top": 0.33203256130218506},
"Confidence": 99.98506927490234
}
],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Transportation",
"Confidence": 99.98506927490234,
"Instances": [],
"Parents": []
},
{
"Name": "Automobile",
"Confidence": 99.98506927490234,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Vehicle",
"Confidence": 99.98506927490234,
"Instances": [],
"Parents": [{"Name": "Transportation"}]
},
{
"Name": "Sports Car",
"Confidence": 99.26324462890625,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Car"},{"Name": "Vehicle"}]
},
{
"Name": "Race Car",
"Confidence": 99.2466812133789,
"Instances": [],
"Parents": [{"Name": "Vehicle"},{"Name": "Transportation"},{"Name": "Sports Car"},{"Name": "Car"}]
},
{
"Name": "Machine",
"Confidence": 96.73455047607422,
"Instances": [],
"Parents": []
},
{
"Name": "Wheel",
"Confidence": 96.73455047607422,
"Instances": [
{
"BoundingBox": {"Width": 0.0642244815826416,"Height": 0.12592218816280365,"Left": 0.23890703916549683,"Top": 0.46937596797943115},
"Confidence": 96.73455047607422
},
{
"BoundingBox": {"Width": 0.07336044311523438,"Height": 0.13713978230953217,"Left": 0.4920804500579834,"Top": 0.4612293839454651},
"Confidence": 94.86058807373047
}
],
"Parents": [{"Name": "Machine"}]
},
{
"Name": "Tarmac",
"Confidence": 93.40628814697266,
"Instances": [],
"Parents": []
},
{
"Name": "Asphalt",
"Confidence": 93.40628814697266,
"Instances": [],
"Parents": []
},
{
"Name": "Tire",
"Confidence": 84.3799057006836,
"Instances": [],
"Parents": []
},
{
"Name": "Spoke",
"Confidence": 84.31048583984375,
"Instances": [],
"Parents": [{"Name": "Machine"}]
},
{
"Name": "Alloy Wheel",
"Confidence": 82.12362670898438,
"Instances": [],
"Parents": [{"Name": "Spoke"},{"Name": "Machine"},{"Name": "Wheel"}]
},
{
"Name": "Formula One",
"Confidence": 56.56120681762695,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Car"},{"Name": "Vehicle"}]
},
{
"Name": "Car Wheel",
"Confidence": 56.10889434814453,
"Instances": [],
"Parents": [{"Name": "Tire"},{"Name": "Machine"},{"Name": "Wheel"}]
}
],
"LabelModelVersion": "2.0"
}
{
"Labels": [
{
"Name": "Amphiprion",
"Confidence": 98.94804382324219,
"Instances": [],
"Parents": [{"Name": "Sea Life"},{"Name": "Animal"},{"Name": "Fish"}]
},
{
"Name": "Sea Life",
"Confidence": 98.94804382324219,
"Instances": [],
"Parents": [{"Name": "Animal"}]
},
{
"Name": "Fish",
"Confidence": 98.94804382324219,
"Instances": [],
"Parents": [{"Name": "Animal"}]
},
{
"Name": "Animal",
"Confidence": 98.94804382324219,
"Instances": [],
"Parents": []
},
{
"Name": "Water",
"Confidence": 98.65509796142578,
"Instances": [],
"Parents": []
},
{
"Name": "Sea Anemone",
"Confidence": 98.47637939453125,
"Instances": [],
"Parents": [{"Name": "Sea Life"},{"Name": "Animal"},{"Name": "Invertebrate"}]
},
{
"Name": "Invertebrate",
"Confidence": 98.47637939453125,
"Instances": [],
"Parents": [{"Name": "Animal"}]
},
{
"Name": "Nature",
"Confidence": 98.41838836669922,
"Instances": [],
"Parents": []
},
{
"Name": "Outdoors",
"Confidence": 98.09947967529297,
"Instances": [],
"Parents": []
},
{
"Name": "Ocean",
"Confidence": 98.09947967529297,
"Instances": [],
"Parents": [{"Name": "Outdoors"},{"Name": "Water"},{"Name": "Nature"}]
},
{
"Name": "Sea",
"Confidence": 98.09947967529297,
"Instances": [],
"Parents": [{"Name": "Outdoors"},{"Name": "Water"},{"Name": "Nature"}]
},
{
"Name": "Reef",
"Confidence": 97.85020446777344,
"Instances": [],
"Parents": [{"Name": "Outdoors"},{"Name": "Water"},{"Name": "Sea Life"},{"Name": "Sea"},{"Name": "Nature"},{"Name": "Animal"}]
},
{
"Name": "Coral Reef",
"Confidence": 90.63827514648438,
"Instances": [],
"Parents": [{"Name": "Outdoors"},{"Name": "Water"},{"Name": "Reef"},{"Name": "Sea Life"},{"Name": "Sea"},{"Name": "Nature"},{"Name": "Animal"}]
},
{
"Name": "Human",
"Confidence": 75.16163635253906,
"Instances": [],
"Parents": []
},
{
"Name": "Person",
"Confidence": 75.16163635253906,
"Instances": [
{
"BoundingBox": {"Width": 0.6734944581985474,"Height": 0.7983891367912292,"Left": 0.304890900850296,"Top": 0.16573677957057953},
"Confidence": 75.16163635253906
}
],
"Parents": []
},
{
"Name": "Toy",
"Confidence": 60.241512298583984,
"Instances": [
{
"BoundingBox": {"Width": 0.2768564820289612,"Height": 0.33352094888687134,"Left": 0.24342240393161774,"Top": 0.43816694617271423},
"Confidence": 60.241512298583984
}
],
"Parents": []
},
{
"Name": "Aquatic",
"Confidence": 57.20334243774414,
"Instances": [],
"Parents": [{"Name": "Water"}]
}
],
"LabelModelVersion": "2.0"
}
{
"Labels": [
{
"Name": "Vehicle",
"Confidence": 99.78226470947266,
"Instances": [],
"Parents": [{"Name": "Transportation"}]
},
{
"Name": "Transportation",
"Confidence": 99.78226470947266,
"Instances": [],
"Parents": []
},
{
"Name": "Boat",
"Confidence": 99.78226470947266,
"Instances": [
{
"BoundingBox": {"Width": 0.5172755718231201,"Height": 0.5170924663543701,"Left": 0.22294089198112488,"Top": 0.16657888889312744},
"Confidence": 99.78226470947266
},
{
"BoundingBox": {"Width": 0.1988508701324463,"Height": 0.3468070328235626,"Left": 0.7006598114967346,"Top": 0.2960723638534546},
"Confidence": 96.91434478759766
}
],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Vessel",
"Confidence": 98.3938980102539,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Watercraft",
"Confidence": 98.3938980102539,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Water",
"Confidence": 97.70823669433594,
"Instances": [],
"Parents": []
},
{
"Name": "Waterfront",
"Confidence": 96.37374877929688,
"Instances": [],
"Parents": [{"Name": "Water"}]
},
{
"Name": "Pier",
"Confidence": 90.38790893554688,
"Instances": [],
"Parents": [{"Name": "Water"},{"Name": "Waterfront"}]
},
{
"Name": "Port",
"Confidence": 90.38790893554688,
"Instances": [],
"Parents": [{"Name": "Water"},{"Name": "Waterfront"}]
},
{
"Name": "Dock",
"Confidence": 90.38790893554688,
"Instances": [],
"Parents": [{"Name": "Water"},{"Name": "Waterfront"}]
},
{
"Name": "Military",
"Confidence": 84.1561508178711,
"Instances": [],
"Parents": []
},
{
"Name": "Harbor",
"Confidence": 79.83270263671875,
"Instances": [],
"Parents": [{"Name": "Pier"},{"Name": "Water"},{"Name": "Waterfront"}]
},
{
"Name": "Ship",
"Confidence": 74.85546112060547,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Ferry",
"Confidence": 72.0809555053711,
"Instances": [],
"Parents": [{"Name": "Transportation"},{"Name": "Boat"},{"Name": "Vehicle"}]
},
{
"Name": "Barge",
"Confidence": 64.17400360107422,
"Instances": [],
"Parents": [{"Name": "Watercraft"},{"Name": "Transportation"},{"Name": "Boat"},{"Name": "Vehicle"}]
},
{
"Name": "Person",
"Confidence": 63.499691009521484,
"Instances": [
{
"BoundingBox": {"Width": 0.01347285509109497,"Height": 0.021463269367814064,"Left": 0.40232303738594055,"Top": 0.5565089583396912},
"Confidence": 63.499691009521484
}
],
"Parents": []
},
{
"Name": "Human",
"Confidence": 63.499691009521484,
"Instances": [],
"Parents": []
},
{
"Name": "Navy",
"Confidence": 59.58894729614258,
"Instances": [],
"Parents": [{"Name": "Military"}]
},
{
"Name": "Cruiser",
"Confidence": 59.58894729614258,
"Instances": [],
"Parents": [{"Name": "Ship"},{"Name": "Navy"},{"Name": "Military"},{"Name": "Transportation"},{"Name": "Vehicle"}]
},
{
"Name": "Battleship",
"Confidence": 55.368446350097656,
"Instances": [],
"Parents": [{"Name": "Ship"},{"Name": "Navy"},{"Name": "Military"},{"Name": "Transportation"},{"Name": "Vehicle"}]
}
],
"LabelModelVersion": "2.0"
}