Search in sources :

Example 61 with AnnotateImageRequest

use of com.google.cloud.vision.v1p3beta1.AnnotateImageRequest in project google-cloud-java by googleapis.

the class AnnotateImage method main.

public static void main(String... args) throws Exception {
    // Instantiates a client
    ImageAnnotatorClient vision = ImageAnnotatorClient.create();
    // The path to the image file to annotate
    // for example "./resources/wakeupcat.jpg";
    String fileName = "your/image/path.jpg";
    // Reads the image file into memory
    Path path = Paths.get(fileName);
    byte[] data = Files.readAllBytes(path);
    ByteString imgBytes = ByteString.copyFrom(data);
    // Builds the image annotation request
    List<AnnotateImageRequest> requests = new ArrayList<>();
    Image img = Image.newBuilder().setContent(imgBytes).build();
    Feature feat = Feature.newBuilder().setType(Type.LABEL_DETECTION).build();
    AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(feat).setImage(img).build();
    requests.add(request);
    // Performs label detection on the image file
    BatchAnnotateImagesResponse response = vision.batchAnnotateImages(requests);
    List<AnnotateImageResponse> responses = response.getResponsesList();
    for (AnnotateImageResponse res : responses) {
        if (res.hasError()) {
            System.out.printf("Error: %s\n", res.getError().getMessage());
            return;
        }
        for (EntityAnnotation annotation : res.getLabelAnnotationsList()) {
            for (Map.Entry<FieldDescriptor, Object> entry : annotation.getAllFields().entrySet()) {
                System.out.printf("%s : %s\n", entry.getKey(), entry.getValue());
            }
        }
    }
}
Also used : Path(java.nio.file.Path) ByteString(com.google.protobuf.ByteString) ImageAnnotatorClient(com.google.cloud.vision.v1.ImageAnnotatorClient) ArrayList(java.util.ArrayList) ByteString(com.google.protobuf.ByteString) Image(com.google.cloud.vision.v1.Image) Feature(com.google.cloud.vision.v1.Feature) FieldDescriptor(com.google.protobuf.Descriptors.FieldDescriptor) AnnotateImageRequest(com.google.cloud.vision.v1.AnnotateImageRequest) AnnotateImageResponse(com.google.cloud.vision.v1.AnnotateImageResponse) EntityAnnotation(com.google.cloud.vision.v1.EntityAnnotation) Map(java.util.Map) BatchAnnotateImagesResponse(com.google.cloud.vision.v1.BatchAnnotateImagesResponse)

Example 62 with AnnotateImageRequest

use of com.google.cloud.vision.v1p3beta1.AnnotateImageRequest in project TweetwallFX by TweetWallFX.

the class GoogleVisionCache method load.

private Map<String, ImageContentAnalysis> load(final Stream<String> imageUris) throws IOException {
    if (null == getClient()) {
        return Collections.emptyMap();
    }
    final List<AnnotateImageRequest> requests = imageUris.filter(Objects::nonNull).distinct().map(this::createImageRequest).peek(air -> LOG.info("Prepared {}", air)).collect(Collectors.toList());
    if (requests.isEmpty()) {
        return Collections.emptyMap();
    }
    LOG.info("Executing analysis for {} AnnotateImageRequests", requests.size());
    final BatchAnnotateImagesResponse batchResponse = getClient().batchAnnotateImages(requests);
    final Iterator<AnnotateImageResponse> itResponse = batchResponse.getResponsesList().iterator();
    final Iterator<AnnotateImageRequest> itRequest = requests.iterator();
    final Map<String, ImageContentAnalysis> result = new LinkedHashMap<>(requests.size());
    while (itRequest.hasNext() && itResponse.hasNext()) {
        final AnnotateImageRequest request = itRequest.next();
        final AnnotateImageResponse response = itResponse.next();
        final String uri = request.getImage().getSource().getImageUri();
        final ImageContentAnalysis ica = new ImageContentAnalysis(response);
        LOG.info("Image('{}') was evaluated as {}", uri, ica);
        result.put(uri, ica);
        cache.put(uri, ica);
    }
    if (itRequest.hasNext()) {
        throw new IllegalStateException("There are still annotate Responses available!");
    } else if (itRequest.hasNext()) {
        throw new IllegalStateException("There are still annotate Requests available!");
    } else {
        return Collections.unmodifiableMap(result);
    }
}
Also used : HashMap(java.util.HashMap) LinkedHashMap(java.util.LinkedHashMap) ImageAnnotatorClient(com.google.cloud.vision.v1.ImageAnnotatorClient) Map(java.util.Map) AnnotateImageRequest(com.google.cloud.vision.v1.AnnotateImageRequest) BatchAnnotateImagesResponse(com.google.cloud.vision.v1.BatchAnnotateImagesResponse) AnnotateImageResponse(com.google.cloud.vision.v1.AnnotateImageResponse) ImageSource(com.google.cloud.vision.v1.ImageSource) Iterator(java.util.Iterator) GoogleCredentials(com.google.auth.oauth2.GoogleCredentials) FeatureType(org.tweetwallfx.google.vision.CloudVisionSettings.FeatureType) IOException(java.io.IOException) FileInputStream(java.io.FileInputStream) Cache(org.ehcache.Cache) Collectors(java.util.stream.Collectors) Feature(com.google.cloud.vision.v1.Feature) GoogleSettings(org.tweetwallfx.google.GoogleSettings) Objects(java.util.Objects) List(java.util.List) Stream(java.util.stream.Stream) Logger(org.apache.logging.log4j.Logger) ImageAnnotatorSettings(com.google.cloud.vision.v1.ImageAnnotatorSettings) Image(com.google.cloud.vision.v1.Image) Configuration(org.tweetwallfx.config.Configuration) Collections(java.util.Collections) LogManager(org.apache.logging.log4j.LogManager) CacheManagerProvider(org.tweetwallfx.cache.CacheManagerProvider) LinkedHashMap(java.util.LinkedHashMap) AnnotateImageRequest(com.google.cloud.vision.v1.AnnotateImageRequest) AnnotateImageResponse(com.google.cloud.vision.v1.AnnotateImageResponse) Objects(java.util.Objects) BatchAnnotateImagesResponse(com.google.cloud.vision.v1.BatchAnnotateImagesResponse)

Example 63 with AnnotateImageRequest

use of com.google.cloud.vision.v1p3beta1.AnnotateImageRequest in project java-vision by googleapis.

the class DetectBeta method detectLocalizedObjects.

// [START vision_localize_objects_beta]
/**
 * Detects localized objects in the specified local image.
 *
 * @param filePath The path to the file to perform localized object detection on.
 * @param out A {@link PrintStream} to write detected objects to.
 * @throws Exception on errors while closing the client.
 * @throws IOException on Input/Output errors.
 */
public static void detectLocalizedObjects(String filePath, PrintStream out) throws Exception, IOException {
    List<AnnotateImageRequest> requests = new ArrayList<>();
    ByteString imgBytes = ByteString.readFrom(new FileInputStream(filePath));
    Image img = Image.newBuilder().setContent(imgBytes).build();
    AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(Feature.newBuilder().setType(Type.OBJECT_LOCALIZATION)).setImage(img).build();
    requests.add(request);
    // Perform the request
    try (ImageAnnotatorClient client = ImageAnnotatorClient.create()) {
        BatchAnnotateImagesResponse response = client.batchAnnotateImages(requests);
        List<AnnotateImageResponse> responses = response.getResponsesList();
        // Display the results
        for (AnnotateImageResponse res : responses) {
            for (LocalizedObjectAnnotation entity : res.getLocalizedObjectAnnotationsList()) {
                out.format("Object name: %s\n", entity.getName());
                out.format("Confidence: %s\n", entity.getScore());
                out.format("Normalized Vertices:\n");
                entity.getBoundingPoly().getNormalizedVerticesList().forEach(vertex -> out.format("- (%s, %s)\n", vertex.getX(), vertex.getY()));
            }
        }
    }
}
Also used : AnnotateImageRequest(com.google.cloud.vision.v1p3beta1.AnnotateImageRequest) ByteString(com.google.protobuf.ByteString) ImageAnnotatorClient(com.google.cloud.vision.v1p3beta1.ImageAnnotatorClient) AnnotateImageResponse(com.google.cloud.vision.v1p3beta1.AnnotateImageResponse) ArrayList(java.util.ArrayList) LocalizedObjectAnnotation(com.google.cloud.vision.v1p3beta1.LocalizedObjectAnnotation) Image(com.google.cloud.vision.v1p3beta1.Image) FileInputStream(java.io.FileInputStream) BatchAnnotateImagesResponse(com.google.cloud.vision.v1p3beta1.BatchAnnotateImagesResponse)

Example 64 with AnnotateImageRequest

use of com.google.cloud.vision.v1p3beta1.AnnotateImageRequest in project java-vision by googleapis.

the class DetectBeta method detectHandwrittenOcrGcs.

// [END vision_handwritten_ocr_beta]
// [START vision_handwritten_ocr_gcs_beta]
/**
 * Performs handwritten text detection on a remote image on Google Cloud Storage.
 *
 * @param gcsPath The path to the remote file on Google Cloud Storage to detect handwritten text
 *     on.
 * @param out A {@link PrintStream} to write the results to.
 * @throws Exception on errors while closing the client.
 * @throws IOException on Input/Output errors.
 */
public static void detectHandwrittenOcrGcs(String gcsPath, PrintStream out) throws Exception {
    List<AnnotateImageRequest> requests = new ArrayList<>();
    ImageSource imgSource = ImageSource.newBuilder().setGcsImageUri(gcsPath).build();
    Image img = Image.newBuilder().setSource(imgSource).build();
    Feature feat = Feature.newBuilder().setType(Type.DOCUMENT_TEXT_DETECTION).build();
    // Set the parameters for the image
    ImageContext imageContext = ImageContext.newBuilder().addLanguageHints("en-t-i0-handwrit").build();
    AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(feat).setImage(img).setImageContext(imageContext).build();
    requests.add(request);
    try (ImageAnnotatorClient client = ImageAnnotatorClient.create()) {
        BatchAnnotateImagesResponse response = client.batchAnnotateImages(requests);
        List<AnnotateImageResponse> responses = response.getResponsesList();
        client.close();
        for (AnnotateImageResponse res : responses) {
            if (res.hasError()) {
                out.printf("Error: %s\n", res.getError().getMessage());
                return;
            }
            // For full list of available annotations, see http://g.co/cloud/vision/docs
            TextAnnotation annotation = res.getFullTextAnnotation();
            for (Page page : annotation.getPagesList()) {
                String pageText = "";
                for (Block block : page.getBlocksList()) {
                    String blockText = "";
                    for (Paragraph para : block.getParagraphsList()) {
                        String paraText = "";
                        for (Word word : para.getWordsList()) {
                            String wordText = "";
                            for (Symbol symbol : word.getSymbolsList()) {
                                wordText = wordText + symbol.getText();
                                out.format("Symbol text: %s (confidence: %f)\n", symbol.getText(), symbol.getConfidence());
                            }
                            out.format("Word text: %s (confidence: %f)\n\n", wordText, word.getConfidence());
                            paraText = String.format("%s %s", paraText, wordText);
                        }
                        // Output Example using Paragraph:
                        out.println("\nParagraph: \n" + paraText);
                        out.format("Paragraph Confidence: %f\n", para.getConfidence());
                        blockText = blockText + paraText;
                    }
                    pageText = pageText + blockText;
                }
            }
            out.println("\nComplete annotation:");
            out.println(annotation.getText());
        }
    }
}
Also used : Word(com.google.cloud.vision.v1p3beta1.Word) Symbol(com.google.cloud.vision.v1p3beta1.Symbol) ImageAnnotatorClient(com.google.cloud.vision.v1p3beta1.ImageAnnotatorClient) ArrayList(java.util.ArrayList) Page(com.google.cloud.vision.v1p3beta1.Page) ByteString(com.google.protobuf.ByteString) Image(com.google.cloud.vision.v1p3beta1.Image) Feature(com.google.cloud.vision.v1p3beta1.Feature) Paragraph(com.google.cloud.vision.v1p3beta1.Paragraph) AnnotateImageRequest(com.google.cloud.vision.v1p3beta1.AnnotateImageRequest) AnnotateImageResponse(com.google.cloud.vision.v1p3beta1.AnnotateImageResponse) Block(com.google.cloud.vision.v1p3beta1.Block) ImageSource(com.google.cloud.vision.v1p3beta1.ImageSource) TextAnnotation(com.google.cloud.vision.v1p3beta1.TextAnnotation) ImageContext(com.google.cloud.vision.v1p3beta1.ImageContext) BatchAnnotateImagesResponse(com.google.cloud.vision.v1p3beta1.BatchAnnotateImagesResponse)

Example 65 with AnnotateImageRequest

use of com.google.cloud.vision.v1p3beta1.AnnotateImageRequest in project java-vision by googleapis.

the class ProductSearch method getSimilarProductsFile.

// [START vision_product_search_get_similar_products]
/**
 * Search similar products to image in local file.
 *
 * @param projectId - Id of the project.
 * @param computeRegion - Region name.
 * @param productSetId - Id of the product set.
 * @param productCategory - Category of the product.
 * @param filePath - Local file path of the image to be searched
 * @param filter - Condition to be applied on the labels. Example for filter: (color = red OR
 *     color = blue) AND style = kids It will search on all products with the following labels:
 *     color:red AND style:kids color:blue AND style:kids
 * @throws IOException - on I/O errors.
 */
public static void getSimilarProductsFile(String projectId, String computeRegion, String productSetId, String productCategory, String filePath, String filter) throws IOException {
    try (ImageAnnotatorClient queryImageClient = ImageAnnotatorClient.create()) {
        // Get the full path of the product set.
        String productSetPath = ProductSearchClient.formatProductSetName(projectId, computeRegion, productSetId);
        // Read the image as a stream of bytes.
        File imgPath = new File(filePath);
        byte[] content = Files.readAllBytes(imgPath.toPath());
        // Create annotate image request along with product search feature.
        Feature featuresElement = Feature.newBuilder().setType(Type.PRODUCT_SEARCH).build();
        // The input image can be a HTTPS link or Raw image bytes.
        // Example:
        // To use HTTP link replace with below code
        // ImageSource source = ImageSource.newBuilder().setImageUri(imageUri).build();
        // Image image = Image.newBuilder().setSource(source).build();
        Image image = Image.newBuilder().setContent(ByteString.copyFrom(content)).build();
        ImageContext imageContext = ImageContext.newBuilder().setProductSearchParams(ProductSearchParams.newBuilder().setProductSet(productSetPath).addProductCategories(productCategory).setFilter(filter)).build();
        AnnotateImageRequest annotateImageRequest = AnnotateImageRequest.newBuilder().addFeatures(featuresElement).setImage(image).setImageContext(imageContext).build();
        List<AnnotateImageRequest> requests = Arrays.asList(annotateImageRequest);
        // Search products similar to the image.
        BatchAnnotateImagesResponse response = queryImageClient.batchAnnotateImages(requests);
        List<Result> similarProducts = response.getResponses(0).getProductSearchResults().getResultsList();
        System.out.println("Similar Products: ");
        for (Result product : similarProducts) {
            System.out.println(String.format("\nProduct name: %s", product.getProduct().getName()));
            System.out.println(String.format("Product display name: %s", product.getProduct().getDisplayName()));
            System.out.println(String.format("Product description: %s", product.getProduct().getDescription()));
            System.out.println(String.format("Score(Confidence): %s", product.getScore()));
            System.out.println(String.format("Image name: %s", product.getImage()));
        }
    }
}
Also used : AnnotateImageRequest(com.google.cloud.vision.v1.AnnotateImageRequest) ImageAnnotatorClient(com.google.cloud.vision.v1.ImageAnnotatorClient) ByteString(com.google.protobuf.ByteString) Image(com.google.cloud.vision.v1.Image) File(java.io.File) Feature(com.google.cloud.vision.v1.Feature) ImageContext(com.google.cloud.vision.v1.ImageContext) BatchAnnotateImagesResponse(com.google.cloud.vision.v1.BatchAnnotateImagesResponse) Result(com.google.cloud.vision.v1.ProductSearchResults.Result)

Aggregations

AnnotateImageRequest (com.google.cloud.vision.v1.AnnotateImageRequest)77 Image (com.google.cloud.vision.v1.Image)71 BatchAnnotateImagesResponse (com.google.cloud.vision.v1.BatchAnnotateImagesResponse)69 Feature (com.google.cloud.vision.v1.Feature)69 ArrayList (java.util.ArrayList)66 ImageAnnotatorClient (com.google.cloud.vision.v1.ImageAnnotatorClient)65 AnnotateImageResponse (com.google.cloud.vision.v1.AnnotateImageResponse)62 ByteString (com.google.protobuf.ByteString)44 ImageSource (com.google.cloud.vision.v1.ImageSource)41 FileInputStream (java.io.FileInputStream)32 EntityAnnotation (com.google.cloud.vision.v1.EntityAnnotation)28 WebImage (com.google.cloud.vision.v1.WebDetection.WebImage)26 IOException (java.io.IOException)13 SafeSearchAnnotation (com.google.cloud.vision.v1.SafeSearchAnnotation)11 WebDetection (com.google.cloud.vision.v1.WebDetection)11 ImageContext (com.google.cloud.vision.v1.ImageContext)10 LocationInfo (com.google.cloud.vision.v1.LocationInfo)10 Test (org.junit.Test)10 CropHint (com.google.cloud.vision.v1.CropHint)9 WebPage (com.google.cloud.vision.v1.WebDetection.WebPage)9