Images - Create From Data

Service:

Azure AI Services

API Version:

3.3

This API accepts body content as multipart/form-data and application/octet-stream. When using multipart multiple image files can be sent at once, with a maximum of 64 files. If all images are successful created, 200(OK) status code will be returned. Otherwise, 207 (Multi-Status) status code will be returned and detail status for each image will be listed in the response payload.

POST {Endpoint}/customvision/v3.3/training/projects/{projectId}/images

With optional parameters:

POST {Endpoint}/customvision/v3.3/training/projects/{projectId}/images?tagIds={tagIds}

URI Parameters

Name	In	Required	Type	Description
imageData	formData	True	file	Binary image data. Supported formats are JPEG, GIF, PNG, and BMP. Supports images up to 6MB.
Endpoint	path	True	string	Supported Cognitive Services endpoints.
projectId	path	True	string uuid	The project id.
tagIds	query		string[]	The tags ids with which to tag each image. Limited to 20.

Request Header

Media Types: "multipart/form-data", "application/octet-stream"

Name	Required	Type	Description
Training-Key	True	string

Responses

Name	Type	Description
200 OK	ImageCreateSummary	OK Media Types: "application/json", "application/xml", "text/xml"
Other Status Codes	ImageCreateSummary	207 Media Types: "application/json", "application/xml", "text/xml"
Other Status Codes	CustomVisionError	Error response Media Types: "application/json", "application/xml", "text/xml"

Security

Training-Key

Type: apiKey
In: header

Examples

Successful CreateImagesFromData request

Sample request

HTTP

POST https://westus.api.cognitive.microsoft.com/customvision/v3.3/training/projects/64b822c5-8082-4b36-a426-27225f4aa18c/images?tagIds=b607964f-7bd6-4a3b-a869-6791fb6aab87

Sample response

Status code:

200

{
  "isBatchSuccessful": true,
  "images": [
    {
      "sourceUrl": "\"hemlock_10.jpg\"",
      "status": "OK",
      "image": {
        "id": "4d6eb844-42ee-42bc-bd6f-c32455ef07c9",
        "created": "2017-12-19T15:56:10Z",
        "width": 1095,
        "height": 900,
        "resizedImageUri": "{Resized Image Uri}",
        "originalImageUri": "{Image Uri}",
        "thumbnailUri": "{Thumbnail Uri}",
        "tags": [
          {
            "tagId": "b607964f-7bd6-4a3b-a869-6791fb6aab87",
            "created": "2017-12-19T15:56:09Z",
            "tagName": "tag 1"
          }
        ]
      }
    },
    {
      "sourceUrl": "\"hemlock_6.jpg\"",
      "status": "OK",
      "image": {
        "id": "f1855a92-b873-47e7-b513-f07a667ceda1",
        "created": "2017-12-19T15:56:10Z",
        "width": 900,
        "height": 1531,
        "resizedImageUri": "{Resized Image Uri}",
        "originalImageUri": "{Image Uri}",
        "thumbnailUri": "{Thumbnail Uri}",
        "tags": [
          {
            "tagId": "b607964f-7bd6-4a3b-a869-6791fb6aab87",
            "created": "2017-12-19T15:56:09Z",
            "tagName": "tag 1"
          }
        ]
      }
    }
  ]
}

Status code:

207

{
  "isBatchSuccessful": false,
  "images": [
    {
      "sourceUrl": "\"hemlock_10.jpg\"",
      "status": "OK",
      "image": {
        "id": "4d6eb844-42ee-42bc-bd6f-c32455ef07c9",
        "created": "2017-12-19T15:56:10Z",
        "width": 1095,
        "height": 900,
        "resizedImageUri": "{Resized Image Uri}",
        "originalImageUri": "{Image Uri}",
        "thumbnailUri": "{Thumbnail Uri}",
        "tags": [
          {
            "tagId": "b607964f-7bd6-4a3b-a869-6791fb6aab87",
            "created": "2017-12-19T15:56:09Z",
            "tagName": "tag 1"
          }
        ]
      }
    },
    {
      "sourceUrl": "\"hemlock_6.jpg\"",
      "status": "ErrorLimitExceed"
    }
  ]
}

Definitions

Name	Description
CustomVisionError
CustomVisionErrorCodes	The error code.
Image	Image model to be sent as JSON.
ImageCreateResult
ImageCreateStatus	Status of the image creation.
ImageCreateSummary
ImageRegion
ImageTag

CustomVisionError

Object

Name	Type	Description
code	CustomVisionErrorCodes	The error code.
message	string	A message explaining the error reported by the service.

CustomVisionErrorCodes

Enumeration

The error code.

Value	Description
BadRequest
BadRequestCannotMigrateProjectWithName
BadRequestClassificationTrainingValidationFailed
BadRequestCustomerManagedKeyRevoked
BadRequestDetectionTrainingNotAllowNegativeTag
BadRequestDetectionTrainingValidationFailed
BadRequestDomainNotSupportedForAdvancedTraining
BadRequestExceedIterationPerProjectLimit
BadRequestExceedProjectLimit
BadRequestExceedTagPerImageLimit
BadRequestExceedTagPerProjectLimit
BadRequestExceededBatchSize
BadRequestExceededQuota
BadRequestExportAlreadyInProgress
BadRequestExportPlatformNotSupportedForAdvancedTraining
BadRequestExportValidationFailed
BadRequestExportWhileTraining
BadRequestImageBatch
BadRequestImageDimensions
BadRequestImageExceededCount
BadRequestImageFormat
BadRequestImageMetadataKey
BadRequestImageMetadataValue
BadRequestImageRegions
BadRequestImageSizeBytes
BadRequestImageStream
BadRequestImageTags
BadRequestImageUrl
BadRequestInvalid
BadRequestInvalidArtifactUri
BadRequestInvalidEmailAddress
BadRequestInvalidIds
BadRequestInvalidImportToken
BadRequestInvalidPublishName
BadRequestInvalidPublishTarget
BadRequestIterationDescription
BadRequestIterationIsNotTrained
BadRequestIterationIsPublished
BadRequestIterationName
BadRequestIterationNameNotUnique
BadRequestIterationNotPublished
BadRequestIterationValidationFailed
BadRequestMultiClassClassificationTrainingValidationFailed
BadRequestMultiLabelClassificationTrainingValidationFailed
BadRequestMultipleGeneralProductTag
BadRequestMultipleNegativeTag
BadRequestNegativeAndRegularTagOnSameImage
BadRequestNotLimitedTrial
BadRequestNotSupported
BadRequestOperationNotSupported
BadRequestPredictionIdsExceededCount
BadRequestPredictionIdsMissing
BadRequestPredictionInvalidApplicationName
BadRequestPredictionInvalidQueryParameters
BadRequestPredictionResultsExceededCount
BadRequestPredictionTagsExceededCount
BadRequestProjectDescription
BadRequestProjectDuplicated
BadRequestProjectImagePreprocessingSettings
BadRequestProjectName
BadRequestProjectNameNotUnique
BadRequestProjectUnknownClassification
BadRequestProjectUnknownDomain
BadRequestProjectUnsupportedDomainTypeChange
BadRequestProjectUnsupportedExportPlatform
BadRequestRequiredParamIsNull
BadRequestReservedBudgetInHoursNotEnoughForAdvancedTraining
BadRequestSubscriptionApi
BadRequestTagDescription
BadRequestTagName
BadRequestTagNameNotUnique
BadRequestTagType
BadRequestTrainingAlreadyInProgress
BadRequestTrainingNotNeeded
BadRequestTrainingNotNeededButTrainingPipelineUpdated
BadRequestTrainingValidationFailed
BadRequestUnpublishFailed
BadRequestUnsupportedDomain
BadRequestWorkspaceCannotBeModified
BadRequestWorkspaceNotDeletable
Conflict
ConflictInvalid
ErrorExporterInvalidClassifier
ErrorExporterInvalidFeaturizer
ErrorExporterInvalidPlatform
ErrorFeaturizationAugmentationError
ErrorFeaturizationAugmentationUnavailable
ErrorFeaturizationInvalidFeaturizer
ErrorFeaturizationQueueTimeout
ErrorFeaturizationServiceUnavailable
ErrorFeaturizationUnrecognizedJob
ErrorInvalid
ErrorIterationCopyFailed
ErrorPrediction
ErrorPredictionModelNotCached
ErrorPredictionModelNotFound
ErrorPredictionServiceUnavailable
ErrorPredictionStorage
ErrorPreparePerformanceMigrationFailed
ErrorProjectExportRequestFailed
ErrorProjectImportRequestFailed
ErrorProjectInvalidDomain
ErrorProjectInvalidPipelineConfiguration
ErrorProjectInvalidWorkspace
ErrorProjectTrainingRequestFailed
ErrorRegionProposal
ErrorUnknown
ErrorUnknownBaseModel
Forbidden
ForbiddenDRModeEnabled
ForbiddenInvalid
ForbiddenUser
ForbiddenUserDisabled
ForbiddenUserDoesNotExist
ForbiddenUserInsufficientCapability
ForbiddenUserResource
ForbiddenUserSignupAllowanceExceeded
ForbiddenUserSignupDisabled
NoError
NotFound
NotFoundApimSubscription
NotFoundDomain
NotFoundImage
NotFoundInvalid
NotFoundIteration
NotFoundIterationPerformance
NotFoundProject
NotFoundProjectDefaultIteration
NotFoundTag
UnsupportedMediaType

Image

Object

Image model to be sent as JSON.

Name	Type	Description
created	string	Date the image was created.
height	integer	Height of the image.
id	string	Id of the image.
metadata	object	Metadata associated with this image.
originalImageUri	string	The URI to the original uploaded image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
regions	ImageRegion[]	Regions associated with this image.
resizedImageUri	string	The URI to the (resized) image used for training. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
tags	ImageTag[]	Tags associated with this image.
thumbnailUri	string	The URI to the thumbnail of the original image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
width	integer	Width of the image.

ImageCreateResult

Object

Name	Type	Description
image	Image	The image.
sourceUrl	string	Source URL of the image.
status	ImageCreateStatus	Status of the image creation.

ImageCreateStatus

Enumeration

Status of the image creation.

Value	Description
ErrorImageFormat
ErrorImageSize
ErrorLimitExceed
ErrorNegativeAndRegularTagOnSameImage
ErrorRegionLimitExceed
ErrorSource
ErrorStorage
ErrorTagLimitExceed
ErrorUnknown
OK
OKDuplicate

ImageCreateSummary

Object

Name	Type	Description
images	ImageCreateResult[]	List of the image creation results.
isBatchSuccessful	boolean	True if all of the images in the batch were created successfully, otherwise false.

ImageRegion

Object

Name	Type	Description
created	string
height	number	Height.
left	number	Coordinate of the left boundary.
regionId	string
tagId	string	Id of the tag associated with this region.
tagName	string
top	number	Coordinate of the top boundary.
width	number	Width.

ImageTag

Object

Name	Type	Description
created	string
tagId	string
tagName	string