PyTorch re-implementation of

1. AUROC Scores

category	Paper	My Implementation
zipper	-	-
wood	-	-
transistor	-	-
toothbrush	-	-
tile	-	-
screw	-	-
pill	-	-
metal_nut	-	-
leather	-	-
hazelnut	-	-
grid	-	-
carpet	-	-
capsule	-	-
cable	-	-
bottle	-	-

2. Graphical Results

zipper

wood

transistor

toothbrush

tile

screw

pill

metal_nut

leather

hazelnut

grid

carpet

capsule

cable

bottle

3. Requirements

• CUDA 10.2
• nvidia-docker2

4. Usage

a) Download docker image and run docker container

docker pull taikiinoue45/mvtec:nfad
docker run --runtime nvidia -it --workdir /app --network host taikiinoue45/mvtec:nfad /usr/bin/zsh

b) Download this repository

git clone https://github.com/taikiinoue45/NFAD.git
cd /app/NFAD/nfad

c) Run experiments

sh run.sh

d) Visualize experiments

mlflow ui

5. Contacts

• github: https://github.com/taikiinoue45/
• twitter: https://twitter.com/taikiinoue45/
• linkedin: https://www.linkedin.com/in/taikiinoue45/