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How can I resize images and bounding boxes on dataset?

조회 수: 8 (최근 30일)
Jesús Silva
Jesús Silva 2022년 4월 25일
답변: Birju Patel 2022년 4월 27일
I'm trying to resize the images and bounding boxes of a combined datastore with a function to fit their size with resnet18 input size to create a YOLO object detector, but it displays an error when I execute it. This is the function (I'm sorry the names are in spanish):
function data = ReescalarDataset(data)
tamanio = [224 224 3]; %tamaño de entrada requerido por resnet18
% data{1} es la imagen
escala = tamanio./size(data{1},[1 2]);
data{1} = imresize(data{1},tamanio);
% data{2} contiene la bounding box
data{2} = bboxresize(data{2},escala);
end
And when I execute this
dataEscalado = transform(data, @ReescalarDataset)
pruebaGroundTruth = preview(dataEscalado)
It displays this error
Invalid transform function defined on datastore.
The cause of the error was:
Arrays have incompatible sizes for this operation.
Error in ReescalarDataset (line 7)
escala = tamanio./size(data{1},[1 2]);
Error in matlab.io.datastore.TransformedDatastore/applyTransforms (line 610)
data = ds.Transforms{ii}(data);
Error in matlab.io.datastore.TransformedDatastore/read (line 222)
[data, info] = ds.applyTransforms(data, info);
Error in matlab.io.datastore.TransformedDatastore/preview (line 295)
dataFromRead = read(copyds);
I don't know other way to do the scaling of both the image and the bounding box.

채택된 답변

Birju Patel
Birju Patel 2022년 4월 27일
The error is caused by dividing a three element vector with a two element vector. Make the follow change to your code:
escala = tamanio(1:2)./size(data{1},[1 2]);

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