bf51655a7b
Signed-off-by: Jacek J. Łakis <jacek.lakis@intel.com> Signed-off-by: Samuel Ortiz <sameo@linux.intel.com>
689 lines
22 KiB
Go
689 lines
22 KiB
Go
// Copyright 2016 Google Inc. All Rights Reserved.
|
|
//
|
|
// Licensed under the Apache License, Version 2.0 (the "License");
|
|
// you may not use this file except in compliance with the License.
|
|
// You may obtain a copy of the License at
|
|
//
|
|
// http://www.apache.org/licenses/LICENSE-2.0
|
|
//
|
|
// Unless required by applicable law or agreed to in writing, software
|
|
// distributed under the License is distributed on an "AS IS" BASIS,
|
|
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
// See the License for the specific language governing permissions and
|
|
// limitations under the License.
|
|
|
|
package vision
|
|
|
|
import (
|
|
"image"
|
|
|
|
"golang.org/x/text/language"
|
|
pb "google.golang.org/genproto/googleapis/cloud/vision/v1"
|
|
"google.golang.org/grpc"
|
|
"google.golang.org/grpc/codes"
|
|
)
|
|
|
|
// Annotations contains all the annotations performed by the API on a single image.
|
|
// A nil field indicates either that the corresponding feature was not requested,
|
|
// or that annotation failed for that feature.
|
|
type Annotations struct {
|
|
// Faces holds the results of face detection.
|
|
Faces []*FaceAnnotation
|
|
// Landmarks holds the results of landmark detection.
|
|
Landmarks []*EntityAnnotation
|
|
// Logos holds the results of logo detection.
|
|
Logos []*EntityAnnotation
|
|
// Labels holds the results of label detection.
|
|
Labels []*EntityAnnotation
|
|
// Texts holds the results of text detection.
|
|
Texts []*EntityAnnotation
|
|
// FullText holds the results of full text (OCR) detection.
|
|
FullText *TextAnnotation
|
|
// SafeSearch holds the results of safe-search detection.
|
|
SafeSearch *SafeSearchAnnotation
|
|
// ImageProps contains properties of the annotated image.
|
|
ImageProps *ImageProps
|
|
// Web contains web annotations for the image.
|
|
Web *WebDetection
|
|
// CropHints contains crop hints for the image.
|
|
CropHints []*CropHint
|
|
|
|
// If non-nil, then one or more of the attempted annotations failed.
|
|
// Non-nil annotations are guaranteed to be correct, even if Error is
|
|
// non-nil.
|
|
Error error
|
|
}
|
|
|
|
func annotationsFromProto(res *pb.AnnotateImageResponse) *Annotations {
|
|
as := &Annotations{}
|
|
for _, a := range res.FaceAnnotations {
|
|
as.Faces = append(as.Faces, faceAnnotationFromProto(a))
|
|
}
|
|
for _, a := range res.LandmarkAnnotations {
|
|
as.Landmarks = append(as.Landmarks, entityAnnotationFromProto(a))
|
|
}
|
|
for _, a := range res.LogoAnnotations {
|
|
as.Logos = append(as.Logos, entityAnnotationFromProto(a))
|
|
}
|
|
for _, a := range res.LabelAnnotations {
|
|
as.Labels = append(as.Labels, entityAnnotationFromProto(a))
|
|
}
|
|
for _, a := range res.TextAnnotations {
|
|
as.Texts = append(as.Texts, entityAnnotationFromProto(a))
|
|
}
|
|
as.FullText = textAnnotationFromProto(res.FullTextAnnotation)
|
|
as.SafeSearch = safeSearchAnnotationFromProto(res.SafeSearchAnnotation)
|
|
as.ImageProps = imagePropertiesFromProto(res.ImagePropertiesAnnotation)
|
|
as.Web = webDetectionFromProto(res.WebDetection)
|
|
as.CropHints = cropHintsFromProto(res.CropHintsAnnotation)
|
|
if res.Error != nil {
|
|
// res.Error is a google.rpc.Status. Convert to a Go error. Use a gRPC
|
|
// error because it preserves the code as a separate field.
|
|
// TODO(jba): preserve the details field.
|
|
as.Error = grpc.Errorf(codes.Code(res.Error.Code), "%s", res.Error.Message)
|
|
}
|
|
return as
|
|
}
|
|
|
|
// A FaceAnnotation describes the results of face detection on an image.
|
|
type FaceAnnotation struct {
|
|
// BoundingPoly is the bounding polygon around the face. The coordinates of
|
|
// the bounding box are in the original image's scale, as returned in
|
|
// ImageParams. The bounding box is computed to "frame" the face in
|
|
// accordance with human expectations. It is based on the landmarker
|
|
// results. Note that one or more x and/or y coordinates may not be
|
|
// generated in the BoundingPoly (the polygon will be unbounded) if only a
|
|
// partial face appears in the image to be annotated.
|
|
BoundingPoly []image.Point
|
|
|
|
// FDBoundingPoly is tighter than BoundingPoly, and
|
|
// encloses only the skin part of the face. Typically, it is used to
|
|
// eliminate the face from any image analysis that detects the "amount of
|
|
// skin" visible in an image. It is not based on the landmarker results, only
|
|
// on the initial face detection, hence the fd (face detection) prefix.
|
|
FDBoundingPoly []image.Point
|
|
|
|
// Landmarks are detected face landmarks.
|
|
Face FaceLandmarks
|
|
|
|
// RollAngle indicates the amount of clockwise/anti-clockwise rotation of
|
|
// the face relative to the image vertical, about the axis perpendicular to
|
|
// the face. Range [-180,180].
|
|
RollAngle float32
|
|
|
|
// PanAngle is the yaw angle: the leftward/rightward angle that the face is
|
|
// pointing, relative to the vertical plane perpendicular to the image. Range
|
|
// [-180,180].
|
|
PanAngle float32
|
|
|
|
// TiltAngle is the pitch angle: the upwards/downwards angle that the face is
|
|
// pointing relative to the image's horizontal plane. Range [-180,180].
|
|
TiltAngle float32
|
|
|
|
// DetectionConfidence is the detection confidence. The range is [0, 1].
|
|
DetectionConfidence float32
|
|
|
|
// LandmarkingConfidence is the face landmarking confidence. The range is [0, 1].
|
|
LandmarkingConfidence float32
|
|
|
|
// Likelihoods expresses the likelihood of various aspects of the face.
|
|
Likelihoods *FaceLikelihoods
|
|
}
|
|
|
|
func faceAnnotationFromProto(pfa *pb.FaceAnnotation) *FaceAnnotation {
|
|
fa := &FaceAnnotation{
|
|
BoundingPoly: boundingPolyFromProto(pfa.BoundingPoly),
|
|
FDBoundingPoly: boundingPolyFromProto(pfa.FdBoundingPoly),
|
|
RollAngle: pfa.RollAngle,
|
|
PanAngle: pfa.PanAngle,
|
|
TiltAngle: pfa.TiltAngle,
|
|
DetectionConfidence: pfa.DetectionConfidence,
|
|
LandmarkingConfidence: pfa.LandmarkingConfidence,
|
|
Likelihoods: &FaceLikelihoods{
|
|
Joy: Likelihood(pfa.JoyLikelihood),
|
|
Sorrow: Likelihood(pfa.SorrowLikelihood),
|
|
Anger: Likelihood(pfa.AngerLikelihood),
|
|
Surprise: Likelihood(pfa.SurpriseLikelihood),
|
|
UnderExposed: Likelihood(pfa.UnderExposedLikelihood),
|
|
Blurred: Likelihood(pfa.BlurredLikelihood),
|
|
Headwear: Likelihood(pfa.HeadwearLikelihood),
|
|
},
|
|
}
|
|
populateFaceLandmarks(pfa.Landmarks, &fa.Face)
|
|
return fa
|
|
}
|
|
|
|
// An EntityAnnotation describes the results of a landmark, label, logo or text
|
|
// detection on an image.
|
|
type EntityAnnotation struct {
|
|
// ID is an opaque entity ID. Some IDs might be available in Knowledge Graph(KG).
|
|
// For more details on KG please see:
|
|
// https://developers.google.com/knowledge-graph/
|
|
ID string
|
|
|
|
// Locale is the language code for the locale in which the entity textual
|
|
// description (next field) is expressed.
|
|
Locale string
|
|
|
|
// Description is the entity textual description, expressed in the language of Locale.
|
|
Description string
|
|
|
|
// Score is the overall score of the result. Range [0, 1].
|
|
Score float32
|
|
|
|
// Confidence is the accuracy of the entity detection in an image.
|
|
// For example, for an image containing the Eiffel Tower, this field represents
|
|
// the confidence that there is a tower in the query image. Range [0, 1].
|
|
Confidence float32
|
|
|
|
// Topicality is the relevancy of the ICA (Image Content Annotation) label to the
|
|
// image. For example, the relevancy of 'tower' to an image containing
|
|
// 'Eiffel Tower' is likely higher than an image containing a distant towering
|
|
// building, though the confidence that there is a tower may be the same.
|
|
// Range [0, 1].
|
|
Topicality float32
|
|
|
|
// BoundingPoly is the image region to which this entity belongs. Not filled currently
|
|
// for label detection. For text detection, BoundingPolys
|
|
// are produced for the entire text detected in an image region, followed by
|
|
// BoundingPolys for each word within the detected text.
|
|
BoundingPoly []image.Point
|
|
|
|
// Locations contains the location information for the detected entity.
|
|
// Multiple LatLng structs can be present since one location may indicate the
|
|
// location of the scene in the query image, and another the location of the
|
|
// place where the query image was taken. Location information is usually
|
|
// present for landmarks.
|
|
Locations []LatLng
|
|
|
|
// Properties are additional optional Property fields.
|
|
// For example a different kind of score or string that qualifies the entity.
|
|
Properties []Property
|
|
}
|
|
|
|
func entityAnnotationFromProto(e *pb.EntityAnnotation) *EntityAnnotation {
|
|
var locs []LatLng
|
|
for _, li := range e.Locations {
|
|
locs = append(locs, latLngFromProto(li.LatLng))
|
|
}
|
|
var props []Property
|
|
for _, p := range e.Properties {
|
|
props = append(props, propertyFromProto(p))
|
|
}
|
|
return &EntityAnnotation{
|
|
ID: e.Mid,
|
|
Locale: e.Locale,
|
|
Description: e.Description,
|
|
Score: e.Score,
|
|
Confidence: e.Confidence,
|
|
Topicality: e.Topicality,
|
|
BoundingPoly: boundingPolyFromProto(e.BoundingPoly),
|
|
Locations: locs,
|
|
Properties: props,
|
|
}
|
|
}
|
|
|
|
// TextAnnotation contains a structured representation of OCR extracted text.
|
|
// The hierarchy of an OCR extracted text structure looks like:
|
|
// TextAnnotation -> Page -> Block -> Paragraph -> Word -> Symbol
|
|
// Each structural component, starting from Page, may further have its own
|
|
// properties. Properties describe detected languages, breaks etc.
|
|
type TextAnnotation struct {
|
|
// List of pages detected by OCR.
|
|
Pages []*Page
|
|
// UTF-8 text detected on the pages.
|
|
Text string
|
|
}
|
|
|
|
func textAnnotationFromProto(pta *pb.TextAnnotation) *TextAnnotation {
|
|
if pta == nil {
|
|
return nil
|
|
}
|
|
var pages []*Page
|
|
for _, p := range pta.Pages {
|
|
pages = append(pages, pageFromProto(p))
|
|
}
|
|
return &TextAnnotation{
|
|
Pages: pages,
|
|
Text: pta.Text,
|
|
}
|
|
}
|
|
|
|
// A Page is a page of text detected from OCR.
|
|
type Page struct {
|
|
// Additional information detected on the page.
|
|
Properties *TextProperties
|
|
// Page width in pixels.
|
|
Width int32
|
|
// Page height in pixels.
|
|
Height int32
|
|
// List of blocks of text, images etc on this page.
|
|
Blocks []*Block
|
|
}
|
|
|
|
func pageFromProto(p *pb.Page) *Page {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var blocks []*Block
|
|
for _, b := range p.Blocks {
|
|
blocks = append(blocks, blockFromProto(b))
|
|
}
|
|
return &Page{
|
|
Properties: textPropertiesFromProto(p.Property),
|
|
Width: p.Width,
|
|
Height: p.Height,
|
|
Blocks: blocks,
|
|
}
|
|
}
|
|
|
|
// A Block is a logical element on the page.
|
|
type Block struct {
|
|
// Additional information detected for the block.
|
|
Properties *TextProperties
|
|
// The bounding box for the block.
|
|
// The vertices are in the order of top-left, top-right, bottom-right,
|
|
// bottom-left. When a rotation of the bounding box is detected the rotation
|
|
// is represented as around the top-left corner as defined when the text is
|
|
// read in the 'natural' orientation.
|
|
// For example:
|
|
// * when the text is horizontal it might look like:
|
|
// 0----1
|
|
// | |
|
|
// 3----2
|
|
// * when it's rotated 180 degrees around the top-left corner it becomes:
|
|
// 2----3
|
|
// | |
|
|
// 1----0
|
|
// and the vertice order will still be (0, 1, 2, 3).
|
|
BoundingBox []image.Point
|
|
// List of paragraphs in this block (if this blocks is of type text).
|
|
Paragraphs []*Paragraph
|
|
// Detected block type (text, image etc) for this block.
|
|
BlockType BlockType
|
|
}
|
|
|
|
// A BlockType represents the kind of Block (text, image, etc.)
|
|
type BlockType int
|
|
|
|
const (
|
|
// Unknown block type.
|
|
UnknownBlock BlockType = BlockType(pb.Block_UNKNOWN)
|
|
// Regular text block.
|
|
TextBlock BlockType = BlockType(pb.Block_TEXT)
|
|
// Table block.
|
|
TableBlock BlockType = BlockType(pb.Block_TABLE)
|
|
// Image block.
|
|
PictureBlock BlockType = BlockType(pb.Block_PICTURE)
|
|
// Horizontal/vertical line box.
|
|
RulerBlock BlockType = BlockType(pb.Block_RULER)
|
|
// Barcode block.
|
|
BarcodeBlock BlockType = BlockType(pb.Block_BARCODE)
|
|
)
|
|
|
|
func blockFromProto(p *pb.Block) *Block {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var paras []*Paragraph
|
|
for _, pa := range p.Paragraphs {
|
|
paras = append(paras, paragraphFromProto(pa))
|
|
}
|
|
return &Block{
|
|
Properties: textPropertiesFromProto(p.Property),
|
|
BoundingBox: boundingPolyFromProto(p.BoundingBox),
|
|
Paragraphs: paras,
|
|
BlockType: BlockType(p.BlockType),
|
|
}
|
|
}
|
|
|
|
// A Paragraph is a structural unit of text representing a number of words in
|
|
// certain order.
|
|
type Paragraph struct {
|
|
// Additional information detected for the paragraph.
|
|
Properties *TextProperties
|
|
// The bounding box for the paragraph.
|
|
// The vertices are in the order of top-left, top-right, bottom-right,
|
|
// bottom-left. When a rotation of the bounding box is detected the rotation
|
|
// is represented as around the top-left corner as defined when the text is
|
|
// read in the 'natural' orientation.
|
|
// For example:
|
|
// * when the text is horizontal it might look like:
|
|
// 0----1
|
|
// | |
|
|
// 3----2
|
|
// * when it's rotated 180 degrees around the top-left corner it becomes:
|
|
// 2----3
|
|
// | |
|
|
// 1----0
|
|
// and the vertice order will still be (0, 1, 2, 3).
|
|
BoundingBox []image.Point
|
|
// List of words in this paragraph.
|
|
Words []*Word
|
|
}
|
|
|
|
func paragraphFromProto(p *pb.Paragraph) *Paragraph {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var words []*Word
|
|
for _, w := range p.Words {
|
|
words = append(words, wordFromProto(w))
|
|
}
|
|
return &Paragraph{
|
|
Properties: textPropertiesFromProto(p.Property),
|
|
BoundingBox: boundingPolyFromProto(p.BoundingBox),
|
|
Words: words,
|
|
}
|
|
}
|
|
|
|
// A Word is a word in a text document.
|
|
type Word struct {
|
|
// Additional information detected for the word.
|
|
Properties *TextProperties
|
|
// The bounding box for the word.
|
|
// The vertices are in the order of top-left, top-right, bottom-right,
|
|
// bottom-left. When a rotation of the bounding box is detected the rotation
|
|
// is represented as around the top-left corner as defined when the text is
|
|
// read in the 'natural' orientation.
|
|
// For example:
|
|
// * when the text is horizontal it might look like:
|
|
// 0----1
|
|
// | |
|
|
// 3----2
|
|
// * when it's rotated 180 degrees around the top-left corner it becomes:
|
|
// 2----3
|
|
// | |
|
|
// 1----0
|
|
// and the vertice order will still be (0, 1, 2, 3).
|
|
BoundingBox []image.Point
|
|
// List of symbols in the word.
|
|
// The order of the symbols follows the natural reading order.
|
|
Symbols []*Symbol
|
|
}
|
|
|
|
func wordFromProto(p *pb.Word) *Word {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var syms []*Symbol
|
|
for _, s := range p.Symbols {
|
|
syms = append(syms, symbolFromProto(s))
|
|
}
|
|
return &Word{
|
|
Properties: textPropertiesFromProto(p.Property),
|
|
BoundingBox: boundingPolyFromProto(p.BoundingBox),
|
|
Symbols: syms,
|
|
}
|
|
}
|
|
|
|
// A Symbol is a symbol in a text document.
|
|
type Symbol struct {
|
|
// Additional information detected for the symbol.
|
|
Properties *TextProperties
|
|
// The bounding box for the symbol.
|
|
// The vertices are in the order of top-left, top-right, bottom-right,
|
|
// bottom-left. When a rotation of the bounding box is detected the rotation
|
|
// is represented as around the top-left corner as defined when the text is
|
|
// read in the 'natural' orientation.
|
|
// For example:
|
|
// * when the text is horizontal it might look like:
|
|
// 0----1
|
|
// | |
|
|
// 3----2
|
|
// * when it's rotated 180 degrees around the top-left corner it becomes:
|
|
// 2----3
|
|
// | |
|
|
// 1----0
|
|
// and the vertice order will still be (0, 1, 2, 3).
|
|
BoundingBox []image.Point
|
|
// The actual UTF-8 representation of the symbol.
|
|
Text string
|
|
}
|
|
|
|
func symbolFromProto(p *pb.Symbol) *Symbol {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
return &Symbol{
|
|
Properties: textPropertiesFromProto(p.Property),
|
|
BoundingBox: boundingPolyFromProto(p.BoundingBox),
|
|
Text: p.Text,
|
|
}
|
|
}
|
|
|
|
// TextProperties contains additional information about an OCR structural component.
|
|
type TextProperties struct {
|
|
// A list of detected languages together with confidence.
|
|
DetectedLanguages []*DetectedLanguage
|
|
// Detected start or end of a text segment.
|
|
DetectedBreak *DetectedBreak
|
|
}
|
|
|
|
// Detected language for a structural component.
|
|
type DetectedLanguage struct {
|
|
// The BCP-47 language code, such as "en-US" or "sr-Latn".
|
|
Code language.Tag
|
|
// The confidence of the detected language, in the range [0, 1].
|
|
Confidence float32
|
|
}
|
|
|
|
// DetectedBreak is the detected start or end of a structural component.
|
|
type DetectedBreak struct {
|
|
// The type of break.
|
|
Type DetectedBreakType
|
|
// True if break prepends the element.
|
|
IsPrefix bool
|
|
}
|
|
|
|
type DetectedBreakType int
|
|
|
|
const (
|
|
// Unknown break label type.
|
|
UnknownBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_UNKNOWN)
|
|
// Regular space.
|
|
SpaceBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_SPACE)
|
|
// Sure space (very wide).
|
|
SureSpaceBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_SURE_SPACE)
|
|
// Line-wrapping break.
|
|
EOLSureSpaceBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_EOL_SURE_SPACE)
|
|
// End-line hyphen that is not present in text; does not co-occur with SPACE, LEADER_SPACE, or LINE_BREAK.
|
|
HyphenBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_HYPHEN)
|
|
// Line break that ends a paragraph.
|
|
LineBreak = DetectedBreakType(pb.TextAnnotation_DetectedBreak_LINE_BREAK)
|
|
)
|
|
|
|
func textPropertiesFromProto(p *pb.TextAnnotation_TextProperty) *TextProperties {
|
|
var dls []*DetectedLanguage
|
|
for _, dl := range p.DetectedLanguages {
|
|
tag, _ := language.Parse(dl.LanguageCode)
|
|
// Ignore error. If err != nil the returned tag will not be garbage,
|
|
// but a best-effort attempt at a parse. At worst it will be
|
|
// language.Und, the documented "undefined" Tag.
|
|
dls = append(dls, &DetectedLanguage{Code: tag, Confidence: dl.Confidence})
|
|
}
|
|
var db *DetectedBreak
|
|
if p.DetectedBreak != nil {
|
|
db = &DetectedBreak{
|
|
Type: DetectedBreakType(p.DetectedBreak.Type),
|
|
IsPrefix: p.DetectedBreak.IsPrefix,
|
|
}
|
|
}
|
|
return &TextProperties{
|
|
DetectedLanguages: dls,
|
|
DetectedBreak: db,
|
|
}
|
|
}
|
|
|
|
// SafeSearchAnnotation describes the results of a SafeSearch detection on an image.
|
|
type SafeSearchAnnotation struct {
|
|
// Adult is the likelihood that the image contains adult content.
|
|
Adult Likelihood
|
|
|
|
// Spoof is the likelihood that an obvious modification was made to the
|
|
// image's canonical version to make it appear funny or offensive.
|
|
Spoof Likelihood
|
|
|
|
// Medical is the likelihood that this is a medical image.
|
|
Medical Likelihood
|
|
|
|
// Violence is the likelihood that this image represents violence.
|
|
Violence Likelihood
|
|
}
|
|
|
|
func safeSearchAnnotationFromProto(s *pb.SafeSearchAnnotation) *SafeSearchAnnotation {
|
|
if s == nil {
|
|
return nil
|
|
}
|
|
return &SafeSearchAnnotation{
|
|
Adult: Likelihood(s.Adult),
|
|
Spoof: Likelihood(s.Spoof),
|
|
Medical: Likelihood(s.Medical),
|
|
Violence: Likelihood(s.Violence),
|
|
}
|
|
}
|
|
|
|
// ImageProps describes properties of the image itself, like the dominant colors.
|
|
type ImageProps struct {
|
|
// DominantColors describes the dominant colors of the image.
|
|
DominantColors []*ColorInfo
|
|
}
|
|
|
|
func imagePropertiesFromProto(ip *pb.ImageProperties) *ImageProps {
|
|
if ip == nil || ip.DominantColors == nil {
|
|
return nil
|
|
}
|
|
var cinfos []*ColorInfo
|
|
for _, ci := range ip.DominantColors.Colors {
|
|
cinfos = append(cinfos, colorInfoFromProto(ci))
|
|
}
|
|
return &ImageProps{DominantColors: cinfos}
|
|
}
|
|
|
|
// WebDetection contains relevant information for the image from the Internet.
|
|
type WebDetection struct {
|
|
// Deduced entities from similar images on the Internet.
|
|
WebEntities []*WebEntity
|
|
// Fully matching images from the Internet.
|
|
// They're definite neardups and most often a copy of the query image with
|
|
// merely a size change.
|
|
FullMatchingImages []*WebImage
|
|
// Partial matching images from the Internet.
|
|
// Those images are similar enough to share some key-point features. For
|
|
// example an original image will likely have partial matching for its crops.
|
|
PartialMatchingImages []*WebImage
|
|
// Web pages containing the matching images from the Internet.
|
|
PagesWithMatchingImages []*WebPage
|
|
}
|
|
|
|
func webDetectionFromProto(p *pb.WebDetection) *WebDetection {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var (
|
|
wes []*WebEntity
|
|
fmis, pmis []*WebImage
|
|
wps []*WebPage
|
|
)
|
|
for _, e := range p.WebEntities {
|
|
wes = append(wes, webEntityFromProto(e))
|
|
}
|
|
for _, m := range p.FullMatchingImages {
|
|
fmis = append(fmis, webImageFromProto(m))
|
|
}
|
|
for _, m := range p.PartialMatchingImages {
|
|
pmis = append(fmis, webImageFromProto(m))
|
|
}
|
|
for _, g := range p.PagesWithMatchingImages {
|
|
wps = append(wps, webPageFromProto(g))
|
|
}
|
|
return &WebDetection{
|
|
WebEntities: wes,
|
|
FullMatchingImages: fmis,
|
|
PartialMatchingImages: pmis,
|
|
PagesWithMatchingImages: wps,
|
|
}
|
|
}
|
|
|
|
// A WebEntity is an entity deduced from similar images on the Internet.
|
|
type WebEntity struct {
|
|
// Opaque entity ID.
|
|
ID string
|
|
// Overall relevancy score for the entity.
|
|
// Not normalized and not comparable across different image queries.
|
|
Score float32
|
|
// Canonical description of the entity, in English.
|
|
Description string
|
|
}
|
|
|
|
func webEntityFromProto(p *pb.WebDetection_WebEntity) *WebEntity {
|
|
return &WebEntity{
|
|
ID: p.EntityId,
|
|
Score: p.Score,
|
|
Description: p.Description,
|
|
}
|
|
}
|
|
|
|
// WebImage contains metadata for online images.
|
|
type WebImage struct {
|
|
// The result image URL.
|
|
URL string
|
|
// Overall relevancy score for the image.
|
|
// Not normalized and not comparable across different image queries.
|
|
Score float32
|
|
}
|
|
|
|
func webImageFromProto(p *pb.WebDetection_WebImage) *WebImage {
|
|
return &WebImage{
|
|
URL: p.Url,
|
|
Score: p.Score,
|
|
}
|
|
}
|
|
|
|
// A WebPage contains metadata for web pages.
|
|
type WebPage struct {
|
|
// The result web page URL.
|
|
URL string
|
|
// Overall relevancy score for the web page.
|
|
// Not normalized and not comparable across different image queries.
|
|
Score float32
|
|
}
|
|
|
|
func webPageFromProto(p *pb.WebDetection_WebPage) *WebPage {
|
|
return &WebPage{
|
|
URL: p.Url,
|
|
Score: p.Score,
|
|
}
|
|
}
|
|
|
|
// CropHint is a single crop hint that is used to generate a new crop when
|
|
// serving an image.
|
|
type CropHint struct {
|
|
// The bounding polygon for the crop region. The coordinates of the bounding
|
|
// box are in the original image's scale, as returned in `ImageParams`.
|
|
BoundingPoly []image.Point
|
|
// Confidence of this being a salient region. Range [0, 1].
|
|
Confidence float32
|
|
// Fraction of importance of this salient region with respect to the original
|
|
// image.
|
|
ImportanceFraction float32
|
|
}
|
|
|
|
func cropHintsFromProto(p *pb.CropHintsAnnotation) []*CropHint {
|
|
if p == nil {
|
|
return nil
|
|
}
|
|
var chs []*CropHint
|
|
for _, pch := range p.CropHints {
|
|
chs = append(chs, cropHintFromProto(pch))
|
|
}
|
|
return chs
|
|
}
|
|
|
|
func cropHintFromProto(pch *pb.CropHint) *CropHint {
|
|
return &CropHint{
|
|
BoundingPoly: boundingPolyFromProto(pch.BoundingPoly),
|
|
Confidence: pch.Confidence,
|
|
ImportanceFraction: pch.ImportanceFraction,
|
|
}
|
|
}
|