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lukas-heiligenbrunner
dd1f28a89f add some things to matmethods
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7b5be51446 add some things to matmethods 2025-01-13 15:09:43 +01:00
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@ -213,6 +213,7 @@ The notebook along with the editor provides a environment for fast prototyping a
It is widely used in the data science, mathematics and machine learning community.~#cite(<jupyter>) It is widely used in the data science, mathematics and machine learning community.~#cite(<jupyter>)
In the context of this bachelor thesis it was used to test and evaluate the three few-shot learning methods and to compare them. In the context of this bachelor thesis it was used to test and evaluate the three few-shot learning methods and to compare them.
Furthermore, Matplotlib was used to create the comparison plots.
=== CNN === CNN
Convolutional neural networks are especially good model architectures for processing images, speech and audio signals. Convolutional neural networks are especially good model architectures for processing images, speech and audio signals.
A CNN typically consists of Convolutional layers, pooling layers and fully connected layers. A CNN typically consists of Convolutional layers, pooling layers and fully connected layers.
@ -373,11 +374,14 @@ Its use of frozen pre-trained feature extractors is key to avoiding overfitting
== Alternative Methods == Alternative Methods
There are several alternative methods to few-shot learning which are not used in this bachelor thesis. There are several alternative methods to few-shot learning which are not used in this bachelor thesis.
Either they performed worse on benchmarks compared to the used methods or they were released after my literature research.
#todo[Do it!] #todo[Do it!]
=== SgVA-CLIP
// https://arxiv.org/pdf/2211.16191v2 // https://arxiv.org/pdf/2211.16191v2
// https://arxiv.org/abs/2211.16191v2 // https://arxiv.org/abs/2211.16191v2
=== TRIDENT
// https://arxiv.org/pdf/2208.10559v1 // https://arxiv.org/pdf/2208.10559v1
// https://arxiv.org/abs/2208.10559v1 // https://arxiv.org/abs/2208.10559v1