AWS Rekognition

learn AWS Rekognition

see src/examples.js

Prerequisites

  • AWS default credentials available to call Rekognition API

  • install imagemagick, graphicsmagick, and ghostscript (for fonts) for labelling image

    brew install imagemagick
    brew install graphicsmagick
    brew install ghostscript
    

Example Labelled Image Using detectLabels API

Source

Labelled

Example Labelled Image Using detectText API

Source

Labelled

Running

npm install
npm start

Video Label Detection Example via CLI

# start (it's async)
aws rekognition start-label-detection --video "S3Object={Bucket=rekognition-playground,Name=SampleVideo_1280x720_1mb.mp4}"

# output
{
    "JobId": "2c9b387607977af21c0839f177bf7034ce1bcd5139810b533dea3deb6361f348"
}

# in progress
aws rekognition get-label-detection  --job-id "2c9b387607977af21c0839f177bf7034ce1bcd5139810b533dea3deb6361f348"

# output
{
    "Labels": [],
    "LabelModelVersion": "2.0",
    "JobStatus": "IN_PROGRESS"
}

# completed
aws rekognition get-label-detection  --job-id "2c9b387607977af21c0839f177bf7034ce1bcd5139810b533dea3deb6361f348"

# output
{
    "Labels": [
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 89.929931640625, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 69.0970458984375, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Rodent"
                    }
                ], 
                "Name": "Bunny"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 51.81949234008789, 
                "Parents": [
                    {
                        "Name": "Wildlife"
                    }, 
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Deer"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.59092712402344, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 50.83674621582031, 
                "Parents": [], 
                "Name": "Green"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.93998718261719, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 54.92662048339844, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Moss"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 63.28266906738281, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 60.88518524169922, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Pet"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 90.28629302978516, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 69.0970458984375, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Rodent"
                    }
                ], 
                "Name": "Rabbit"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 69.0970458984375, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 71.99913787841797, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 82.74295806884766, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 58.27427291870117, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 0, 
            "Label": {
                "Instances": [], 
                "Confidence": 67.73959350585938, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 91.4648666381836, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 52.55938720703125, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Rodent"
                    }
                ], 
                "Name": "Bunny"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 53.18073654174805, 
                "Parents": [
                    {
                        "Name": "Wildlife"
                    }, 
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Deer"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 81.07315826416016, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 82.8969955444336, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 55.91206359863281, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Moss"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 55.965728759765625, 
                "Parents": [], 
                "Name": "Nature"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 68.73519897460938, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 54.99771499633789, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Pet"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 89.0054931640625, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 52.55938720703125, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Rodent"
                    }
                ], 
                "Name": "Rabbit"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 61.68227767944336, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 74.91455078125, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 82.96375274658203, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 60.77254104614258, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 200, 
            "Label": {
                "Instances": [], 
                "Confidence": 74.65026092529297, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 93.01680755615234, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 59.57973098754883, 
                "Parents": [
                    {
                        "Name": "Wildlife"
                    }, 
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Deer"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 78.3232650756836, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.4029541015625, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 52.54331588745117, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Moss"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 60.17965316772461, 
                "Parents": [], 
                "Name": "Nature"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 69.8688735961914, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 87.0956802368164, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.15915298461914, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 74.54655456542969, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 80.760009765625, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 65.61725616455078, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 400, 
            "Label": {
                "Instances": [], 
                "Confidence": 80.25843048095703, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 93.0205078125, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 55.57878875732422, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Wildlife"
                    }
                ], 
                "Name": "Deer"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 74.01980590820312, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 82.74808502197266, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 51.89423751831055, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Moss"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 55.12575149536133, 
                "Parents": [], 
                "Name": "Nature"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 66.46729278564453, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.74144744873047, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 54.528724670410156, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 69.28874206542969, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 74.46104431152344, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 61.98466873168945, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 600, 
            "Label": {
                "Instances": [], 
                "Confidence": 85.43339538574219, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 93.25353240966797, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 52.10648727416992, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Wildlife"
                    }
                ], 
                "Name": "Deer"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 75.25298309326172, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.252071380615234, 
                "Parents": [
                    {
                        "Name": "Nature"
                    }, 
                    {
                        "Name": "Outdoors"
                    }
                ], 
                "Name": "Land"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.48870086669922, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.91990280151367, 
                "Parents": [], 
                "Name": "Nature"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 63.378013610839844, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 82.87625885009766, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.5538330078125, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 65.29582977294922, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 70.30518341064453, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.97867965698242, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 800, 
            "Label": {
                "Instances": [], 
                "Confidence": 90.27912139892578, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 93.98469543457031, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 76.76435089111328, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 84.5231704711914, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 62.500648498535156, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 83.34005737304688, 
                "Parents": [], 
                "Name": "Plant"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 56.20842361450195, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Rodent"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 64.69285583496094, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Tree"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 71.41803741455078, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Vegetation"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 54.289005279541016, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Wildlife"
            }
        }, 
        {
            "Timestamp": 1000, 
            "Label": {
                "Instances": [], 
                "Confidence": 90.80029296875, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Zoo"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
                "Instances": [], 
                "Confidence": 93.2735366821289, 
                "Parents": [], 
                "Name": "Animal"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
                "Instances": [], 
                "Confidence": 55.429866790771484, 
                "Parents": [
                    {
                        "Name": "Mammal"
                    }, 
                    {
                        "Name": "Animal"
                    }, 
                    {
                        "Name": "Rodent"
                    }
                ], 
                "Name": "Bunny"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
                "Instances": [], 
                "Confidence": 79.42290496826172, 
                "Parents": [
                    {
                        "Name": "Plant"
                    }
                ], 
                "Name": "Grass"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
                "Instances": [], 
                "Confidence": 84.56671905517578, 
                "Parents": [
                    {
                        "Name": "Animal"
                    }
                ], 
                "Name": "Mammal"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
                "Instances": [], 
                "Confidence": 54.960243225097656, 
                "Parents": [], 
                "Name": "Outdoors"
            }
        }, 
        {
            "Timestamp": 1200, 
            "Label": {
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