Questions tagged [one-shot-learning]

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Few shot learning and object detector

I have a dataset with a lot of classes (~10000+) but few examples by classes (~15-). I want to classify these classes, but there are some specificities. My examples provide from a video stream. ...
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How do I test one-shot model preformance against flawed categories?

I'm in the process of reworking the ASAM database. Excerpted, it looks like this: ...
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Source to learn/understand one-shot learning

I'm currently looking into one-shot learning and I wonder if there are any good sources/tutorials out there, which demonstrate one-shot learning in a (more or less) "hands-on" way? Also some hints ...
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SSD-300 tensorflow mAP is very low due to unstable loss

I am training my SSD-300 model for which I have resized images to 300x300. I am using the default settings as mentioned in github repo: https://github.com/balancap/SSD-Tensorflow The loss is unstable ...
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Should I normalise image pixel wise for pretrained VGG16 model

My goal is to use pretrained VGG16 to compute the feature vectors excluding the top layer. I want to compute embedding(no training involved) per image one by one rather than feeding batches to the ...
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