From 22e1edf077edc1cae4a5ed572e2ad30ddf3ec8f7 Mon Sep 17 00:00:00 2001 From: lukas-heilgenbrunner Date: Mon, 11 Nov 2024 14:30:21 +0100 Subject: [PATCH] add mvtec example imgs --- materialandmethods.typ | 59 ++++++++++++++++-- rsc/mvtec/bottle/broken_large_example.png | Bin 0 -> 161065 bytes rsc/mvtec/bottle/broken_small_example.png | Bin 0 -> 191064 bytes rsc/mvtec/bottle/contamination_example.png | Bin 0 -> 130408 bytes rsc/mvtec/cable/bent_wire_example.png | Bin 0 -> 339201 bytes rsc/mvtec/cable/cable_swap_example.png | Bin 0 -> 378134 bytes rsc/mvtec/cable/combined_example.png | Bin 0 -> 356258 bytes .../cable/cut_inner_insulation_example.png | Bin 0 -> 365839 bytes .../cable/cut_outer_insulation_example.png | Bin 0 -> 349016 bytes rsc/mvtec/cable/missing_cable_example.png | Bin 0 -> 318576 bytes rsc/mvtec/cable/missing_wire_example.png | Bin 0 -> 341674 bytes rsc/mvtec/cable/poke_insulation_example.png | Bin 0 -> 343454 bytes rsc/{ => mvtec}/dataset_overview_large.png | Bin 13 files changed, 55 insertions(+), 4 deletions(-) create mode 100644 rsc/mvtec/bottle/broken_large_example.png create mode 100644 rsc/mvtec/bottle/broken_small_example.png create mode 100644 rsc/mvtec/bottle/contamination_example.png create mode 100644 rsc/mvtec/cable/bent_wire_example.png create mode 100644 rsc/mvtec/cable/cable_swap_example.png create mode 100644 rsc/mvtec/cable/combined_example.png create mode 100644 rsc/mvtec/cable/cut_inner_insulation_example.png create mode 100644 rsc/mvtec/cable/cut_outer_insulation_example.png create mode 100644 rsc/mvtec/cable/missing_cable_example.png create mode 100644 rsc/mvtec/cable/missing_wire_example.png create mode 100644 rsc/mvtec/cable/poke_insulation_example.png rename rsc/{ => mvtec}/dataset_overview_large.png (100%) 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()], ) -// 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 + ]), , + figure(image("rsc/mvtec/bottle/broken_small_example.png"), caption: [ + Broken small defect + ]), , + figure(image("rsc/mvtec/bottle/contamination_example.png"), caption: [ + Contamination defect + ]), , + columns: (1fr, 1fr, 1fr), + caption: [Bottle category different defect classes], + label: , +) + +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 + ]), , + figure(image("rsc/mvtec/cable/cable_swap_example.png"), caption: [ + Cable swap defect + ]), , + figure(image("rsc/mvtec/cable/combined_example.png"), caption: [ + Combined defect + ]), , + figure(image("rsc/mvtec/cable/cut_inner_insulation_example.png"), caption: [ + Cut inner insulation + ]), , + figure(image("rsc/mvtec/cable/cut_outer_insulation_example.png"), caption: [ + Cut outer insulation + ]), , + figure(image("rsc/mvtec/cable/missing_cable_example.png"), caption: [ + Mising cable defect + ]), , + figure(image("rsc/mvtec/cable/poke_insulation_example.png"), caption: [ + Poke insulation defect + ]), , + figure(image("rsc/mvtec/cable/missing_wire_example.png"), caption: [ + Missing wire defect + ]), , + columns: (1fr, 1fr, 1fr, 1fr), + caption: [Cable category different defect classes], + label: , +) == Methods diff --git a/rsc/mvtec/bottle/broken_large_example.png b/rsc/mvtec/bottle/broken_large_example.png new file mode 100644 index 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