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Transfer learning: MLP over PatchCore #9

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lanterno opened this issue Jun 26, 2023 · 2 comments · Fixed by #10
Closed

Transfer learning: MLP over PatchCore #9

lanterno opened this issue Jun 26, 2023 · 2 comments · Fixed by #10
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@lanterno
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After having tested transfer learning with Linear Regression from PatchCore, we saw that there was no obvious linear correlation between the patch embedding, and its anomaly score!

In this issue, we attempt a similar experiment, using MLP Regressor instead of a Linear Regressor.

@lanterno lanterno self-assigned this Jun 26, 2023
@Thity
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Thity commented Jun 26, 2023

To train our LR or MLP over PatchCore (let's call it the transfer model), we should also use data from MVTec test set that also contains anomalous data. So I suggest to create two splits from the test set, one to train the transfer model and one to evaluate it. The big train set with normal image remains the one used to prepare the memory bank.

@lanterno
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Moving to this issue #11

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