diff --git a/materialandmethods.typ b/materialandmethods.typ
index 13324f0..ca42df9 100644
--- a/materialandmethods.typ
+++ b/materialandmethods.typ
@@ -1,19 +1,70 @@
+#import "@preview/subpar:0.1.1"
+
 = Material and Methods
 
 == Material
 
 === MVTec AD
 MVTec AD is a dataset for benchmarking anomaly detection methods with a focus on industrial inspection.
-It contains over 5000 high-resolution images divided into fifteen different object and texture categories.
+It contains 5354 high-resolution images divided into fifteen different object and texture categories.
 Each category comprises a set of defect-free training images and a test set of images with various kinds of defects as well as images without defects.
 
 #figure(
-  image("rsc/dataset_overview_large.png", width: 80%),
+  image("rsc/mvtec/dataset_overview_large.png", width: 80%),
   caption: [Architecture convolutional neural network. #cite(<datasetsampleimg>)],
 ) <datasetoverview>
 
-// todo
-Todo: descibe which categories are used in this bac and how many samples there are.
+In this bachelor thesis only two categories are used. The categories are "Bottle" and "Cable".
+
+The bottle category contains of 3 different defect classes: 'broken_large', 'broken_small' and 'contamination'.
+#subpar.grid(
+  figure(image("rsc/mvtec/bottle/broken_large_example.png"), caption: [
+    Broken large defect
+  ]), <a>,
+  figure(image("rsc/mvtec/bottle/broken_small_example.png"), caption: [
+    Broken small defect
+  ]), <b>,
+  figure(image("rsc/mvtec/bottle/contamination_example.png"), caption: [
+    Contamination defect
+  ]), <c>,
+  columns: (1fr, 1fr, 1fr),
+  caption: [Bottle category different defect classes],
+  label: <full>,
+)
+
+Whereas cable has a lot more defect classes: 'bent_wire', 'cable_swap', 'combined', 'cut_inner_insulation',
+'cut_outer_insulation', 'missing_cable', 'missing_wire', 'poke_insulation'.
+So many more defect classes are already an indication that a classification task will be more difficult for the cable category.
+
+#subpar.grid(
+  figure(image("rsc/mvtec/cable/bent_wire_example.png"), caption: [
+    Bent wire defect
+  ]), <a>,
+  figure(image("rsc/mvtec/cable/cable_swap_example.png"), caption: [
+    Cable swap defect
+  ]), <b>,
+  figure(image("rsc/mvtec/cable/combined_example.png"), caption: [
+    Combined defect
+  ]), <c>,
+  figure(image("rsc/mvtec/cable/cut_inner_insulation_example.png"), caption: [
+    Cut inner insulation
+  ]), <d>,
+  figure(image("rsc/mvtec/cable/cut_outer_insulation_example.png"), caption: [
+    Cut outer insulation
+  ]), <e>,
+  figure(image("rsc/mvtec/cable/missing_cable_example.png"), caption: [
+    Mising cable defect
+  ]), <e>,
+  figure(image("rsc/mvtec/cable/poke_insulation_example.png"), caption: [
+    Poke insulation defect
+  ]), <f>,
+  figure(image("rsc/mvtec/cable/missing_wire_example.png"), caption: [
+    Missing wire defect
+  ]), <g>,
+  columns: (1fr, 1fr, 1fr, 1fr),
+  caption: [Cable category different defect classes],
+  label: <full>,
+)
 
 == Methods
 
diff --git a/rsc/mvtec/bottle/broken_large_example.png b/rsc/mvtec/bottle/broken_large_example.png
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diff --git a/rsc/mvtec/bottle/broken_small_example.png b/rsc/mvtec/bottle/broken_small_example.png
new file mode 100644
index 0000000..e0c6981
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diff --git a/rsc/mvtec/bottle/contamination_example.png b/rsc/mvtec/bottle/contamination_example.png
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index 0000000..a6d2dee
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diff --git a/rsc/mvtec/cable/bent_wire_example.png b/rsc/mvtec/cable/bent_wire_example.png
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index 0000000..d7313eb
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diff --git a/rsc/mvtec/cable/cable_swap_example.png b/rsc/mvtec/cable/cable_swap_example.png
new file mode 100644
index 0000000..6364583
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diff --git a/rsc/mvtec/cable/combined_example.png b/rsc/mvtec/cable/combined_example.png
new file mode 100644
index 0000000..a23a392
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diff --git a/rsc/mvtec/cable/cut_inner_insulation_example.png b/rsc/mvtec/cable/cut_inner_insulation_example.png
new file mode 100644
index 0000000..c644b3a
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diff --git a/rsc/mvtec/cable/cut_outer_insulation_example.png b/rsc/mvtec/cable/cut_outer_insulation_example.png
new file mode 100644
index 0000000..7a472f3
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diff --git a/rsc/mvtec/cable/missing_cable_example.png b/rsc/mvtec/cable/missing_cable_example.png
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index 0000000..f7c6135
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diff --git a/rsc/mvtec/cable/missing_wire_example.png b/rsc/mvtec/cable/missing_wire_example.png
new file mode 100644
index 0000000..cabb78c
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diff --git a/rsc/mvtec/cable/poke_insulation_example.png b/rsc/mvtec/cable/poke_insulation_example.png
new file mode 100644
index 0000000..1fc40f2
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diff --git a/rsc/dataset_overview_large.png b/rsc/mvtec/dataset_overview_large.png
similarity index 100%
rename from rsc/dataset_overview_large.png
rename to rsc/mvtec/dataset_overview_large.png