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diff --git a/mvtec/images/bottle/readme.txt b/mvtec/images/bottle/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/bottle/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+
+ b. Where Your right to use the Licensed Material has terminated under
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+
+ 1. automatically as of the date the violation is cured, provided
+ it is cured within 30 days of Your discovery of the
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+ 2. upon express reinstatement by the Licensor.
+
+ For the avoidance of doubt, this Section 6(b) does not affect any
+ right the Licensor may have to seek remedies for Your violations
+ of this Public License.
+
+ c. For the avoidance of doubt, the Licensor may also offer the
+ Licensed Material under separate terms or conditions or stop
+ distributing the Licensed Material at any time; however, doing so
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+
+ d. Sections 1, 5, 6, 7, and 8 survive termination of this Public
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+Section 7 -- Other Terms and Conditions.
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+ b. Any arrangements, understandings, or agreements regarding the
+ Licensed Material not stated herein are separate from and
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+Section 8 -- Interpretation.
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+ a. For the avoidance of doubt, this Public License does not, and
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+ d. Nothing in this Public License constitutes or may be interpreted
+ as a limitation upon, or waiver of, any privileges and immunities
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+
+=======================================================================
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diff --git a/mvtec/images/cable/readme.txt b/mvtec/images/cable/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/cable/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/capsule/readme.txt b/mvtec/images/capsule/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/capsule/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/carpet/readme.txt b/mvtec/images/carpet/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/carpet/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/grid/readme.txt b/mvtec/images/grid/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/grid/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/hazelnut/readme.txt b/mvtec/images/hazelnut/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/hazelnut/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/leather/readme.txt b/mvtec/images/leather/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/leather/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+ d. Nothing in this Public License constitutes or may be interpreted
+ as a limitation upon, or waiver of, any privileges and immunities
+ that apply to the Licensor or You, including from the legal
+ processes of any jurisdiction or authority.
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
+
diff --git a/mvtec/images/metal_nut/readme.txt b/mvtec/images/metal_nut/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/metal_nut/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+Attribution-NonCommercial-ShareAlike 4.0 International
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+ be made without permission under this Public License.
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+ b. To the extent possible, if any provision of this Public License is
+ deemed unenforceable, it shall be automatically reformed to the
+ minimum extent necessary to make it enforceable. If the provision
+ cannot be reformed, it shall be severed from this Public License
+ without affecting the enforceability of the remaining terms and
+ conditions.
+
+ c. No term or condition of this Public License will be waived and no
+ failure to comply consented to unless expressly agreed to by the
+ Licensor.
+
+ d. Nothing in this Public License constitutes or may be interpreted
+ as a limitation upon, or waiver of, any privileges and immunities
+ that apply to the Licensor or You, including from the legal
+ processes of any jurisdiction or authority.
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
+
diff --git a/mvtec/images/pill/readme.txt b/mvtec/images/pill/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/pill/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/screw/readme.txt b/mvtec/images/screw/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/screw/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/tile/readme.txt b/mvtec/images/tile/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/tile/readme.txt
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+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+Attribution-NonCommercial-ShareAlike 4.0 International
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+ b. To the extent possible, if any provision of this Public License is
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+ minimum extent necessary to make it enforceable. If the provision
+ cannot be reformed, it shall be severed from this Public License
+ without affecting the enforceability of the remaining terms and
+ conditions.
+
+ c. No term or condition of this Public License will be waived and no
+ failure to comply consented to unless expressly agreed to by the
+ Licensor.
+
+ d. Nothing in this Public License constitutes or may be interpreted
+ as a limitation upon, or waiver of, any privileges and immunities
+ that apply to the Licensor or You, including from the legal
+ processes of any jurisdiction or authority.
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
+
diff --git a/mvtec/images/toothbrush/readme.txt b/mvtec/images/toothbrush/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/toothbrush/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+ c. For the avoidance of doubt, the Licensor may also offer the
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diff --git a/mvtec/images/transistor/readme.txt b/mvtec/images/transistor/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/transistor/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/images/wood/readme.txt b/mvtec/images/wood/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/wood/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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+=======================================================================
+
+Creative Commons Corporation ("Creative Commons") is not a law firm and
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diff --git a/mvtec/images/zipper/readme.txt b/mvtec/images/zipper/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ad2c0fd619a88a94d7cb616ff0aa7c056a35bf
--- /dev/null
+++ b/mvtec/images/zipper/readme.txt
@@ -0,0 +1,28 @@
+Attribution
+-----------
+If you use the dataset in scientific work, please cite:
+
+Paul Bergmann, Michael Fauser, David Sattlegger, and Carsten Steger,
+"A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection",
+IEEE Conference on Computer Vision and Pattern Recognition, 2019
+
+
+License
+-------
+Copyright 2019 MVTec Software GmbH
+
+This work is licensed under a Creative Commons
+Attribution-NonCommercial-ShareAlike 4.0 International License.
+
+You should have received a copy of the license along with this work.
+If not, see .
+
+For using the data in a way that falls under the commercial use clause
+of the license, please contact us.
+
+
+Contact
+-------
+If you have any questions or comments about the dataset, feel free to
+contact us via: paul.bergmann@mvtec.com, fauser@mvtec.com,
+sattlegger@mvtec.com, steger@mvtec.com
\ No newline at end of file
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diff --git a/mvtec/samples/test_cable.jsonl b/mvtec/samples/test_cable.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8e79f3ec33cabca238b2e5735b34fcad30d11616
--- /dev/null
+++ b/mvtec/samples/test_cable.jsonl
@@ -0,0 +1,103 @@
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+{"filename": "images/cable/test/missing_cable/010.png", "label": 6, "label_name": "missing_cable", "maskname": "images/cable/ground_truth/missing_cable/010_mask.png", "clsname": "cable"}
+{"filename": "images/cable/test/missing_cable/009.png", "label": 6, "label_name": "missing_cable", "maskname": "images/cable/ground_truth/missing_cable/009_mask.png", "clsname": "cable"}
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+{"filename": "images/cable/test/missing_wire/007.png", "label": 7, "label_name": "missing_wire", "maskname": "images/cable/ground_truth/missing_wire/007_mask.png", "clsname": "cable"}
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+{"filename": "images/cable/test/cable_swap/006.png", "label": 2, "label_name": "cable_swap", "maskname": "images/cable/ground_truth/cable_swap/006_mask.png", "clsname": "cable"}
+{"filename": "images/cable/test/cable_swap/010.png", "label": 2, "label_name": "cable_swap", "maskname": "images/cable/ground_truth/cable_swap/010_mask.png", "clsname": "cable"}
+{"filename": "images/cable/test/cable_swap/009.png", "label": 2, "label_name": "cable_swap", "maskname": "images/cable/ground_truth/cable_swap/009_mask.png", "clsname": "cable"}
+{"filename": "images/cable/test/cable_swap/011.png", "label": 2, "label_name": "cable_swap", "maskname": "images/cable/ground_truth/cable_swap/011_mask.png", "clsname": "cable"}
+{"filename": "images/cable/test/cable_swap/008.png", "label": 2, "label_name": "cable_swap", "maskname": "images/cable/ground_truth/cable_swap/008_mask.png", "clsname": "cable"}
diff --git a/mvtec/samples/test_capsule.jsonl b/mvtec/samples/test_capsule.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8a5bbc3d33c14cab4178934e8622f87a41c640c9
--- /dev/null
+++ b/mvtec/samples/test_capsule.jsonl
@@ -0,0 +1,76 @@
+{"filename": "images/capsule/test/poke/012.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/012_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/017.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/017_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/019.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/019_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/015.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/015_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/018.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/018_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/016.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/016_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/011.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/011_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/020.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/020_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/013.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/013_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/poke/014.png", "label": 3, "label_name": "poke", "maskname": "images/capsule/ground_truth/poke/014_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/faulty_imprint/012.png", "label": 2, "label_name": "faulty_imprint", "maskname": "images/capsule/ground_truth/faulty_imprint/012_mask.png", "clsname": "capsule"}
+{"filename": "images/capsule/test/faulty_imprint/017.png", "label": 2, "label_name": "faulty_imprint", "maskname": "images/capsule/ground_truth/faulty_imprint/017_mask.png", "clsname": "capsule"}
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diff --git a/mvtec/samples/test_carpet.jsonl b/mvtec/samples/test_carpet.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9dc787340ce63adc6b2d144398cb0c00e33a25e0
--- /dev/null
+++ b/mvtec/samples/test_carpet.jsonl
@@ -0,0 +1,70 @@
+{"filename": "images/carpet/test/thread/012.png", "label": 5, "label_name": "thread", "maskname": "images/carpet/ground_truth/thread/012_mask.png", "clsname": "carpet"}
+{"filename": "images/carpet/test/thread/010.png", "label": 5, "label_name": "thread", "maskname": "images/carpet/ground_truth/thread/010_mask.png", "clsname": "carpet"}
+{"filename": "images/carpet/test/thread/017.png", "label": 5, "label_name": "thread", "maskname": "images/carpet/ground_truth/thread/017_mask.png", "clsname": "carpet"}
+{"filename": "images/carpet/test/thread/015.png", "label": 5, "label_name": "thread", "maskname": "images/carpet/ground_truth/thread/015_mask.png", "clsname": "carpet"}
+{"filename": "images/carpet/test/thread/018.png", "label": 5, "label_name": "thread", "maskname": "images/carpet/ground_truth/thread/018_mask.png", "clsname": "carpet"}
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diff --git a/mvtec/samples/test_grid.jsonl b/mvtec/samples/test_grid.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0d6edb1bb57b63217eba0385776496f35675c910
--- /dev/null
+++ b/mvtec/samples/test_grid.jsonl
@@ -0,0 +1,48 @@
+{"filename": "images/grid/test/thread/007.png", "label": 5, "label_name": "thread", "maskname": "images/grid/ground_truth/thread/007_mask.png", "clsname": "grid"}
+{"filename": "images/grid/test/thread/006.png", "label": 5, "label_name": "thread", "maskname": "images/grid/ground_truth/thread/006_mask.png", "clsname": "grid"}
+{"filename": "images/grid/test/thread/010.png", "label": 5, "label_name": "thread", "maskname": "images/grid/ground_truth/thread/010_mask.png", "clsname": "grid"}
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diff --git a/mvtec/samples/test_hazelnut.jsonl b/mvtec/samples/test_hazelnut.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..04e049a11b5b6f52e59e24976c101c55cd3670ff
--- /dev/null
+++ b/mvtec/samples/test_hazelnut.jsonl
@@ -0,0 +1,74 @@
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diff --git a/mvtec/samples/test_leather.jsonl b/mvtec/samples/test_leather.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7f9fcbcd63d4b054363350bab85814a52c74b833
--- /dev/null
+++ b/mvtec/samples/test_leather.jsonl
@@ -0,0 +1,76 @@
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diff --git a/mvtec/samples/test_metal_nut.jsonl b/mvtec/samples/test_metal_nut.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3d7c9be3734ac413f857958d3d40bee5e2478f6a
--- /dev/null
+++ b/mvtec/samples/test_metal_nut.jsonl
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diff --git a/mvtec/samples/test_pill.jsonl b/mvtec/samples/test_pill.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..418eee6b17b55e5ea495c2aa07456accdfbb7869
--- /dev/null
+++ b/mvtec/samples/test_pill.jsonl
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diff --git a/mvtec/samples/test_screw.jsonl b/mvtec/samples/test_screw.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..61698ff39aa8848bfd5617171ea5914566d941ca
--- /dev/null
+++ b/mvtec/samples/test_screw.jsonl
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diff --git a/mvtec/samples/test_tile.jsonl b/mvtec/samples/test_tile.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..32948c69c033c6af1a246b408c60c590690a8dbb
--- /dev/null
+++ b/mvtec/samples/test_tile.jsonl
@@ -0,0 +1,74 @@
+{"filename": "images/tile/test/oil/012.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/012_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/010.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/010_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/017.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/017_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/015.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/015_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/009.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/009_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/016.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/016_mask.png", "clsname": "tile"}
+{"filename": "images/tile/test/oil/011.png", "label": 4, "label_name": "oil", "maskname": "images/tile/ground_truth/oil/011_mask.png", "clsname": "tile"}
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diff --git a/mvtec/samples/test_toothbrush.jsonl b/mvtec/samples/test_toothbrush.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b3695ec58e8f50c8d38f77eb9b10b9487c64ec8a
--- /dev/null
+++ b/mvtec/samples/test_toothbrush.jsonl
@@ -0,0 +1,27 @@
+{"filename": "images/toothbrush/test/good/004.png", "label": 0, "label_name": "normal", "clsname": "toothbrush"}
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+{"filename": "images/toothbrush/test/defective/016.png", "label": 1, "label_name": "defective", "maskname": "images/toothbrush/ground_truth/defective/016_mask.png", "clsname": "toothbrush"}
+{"filename": "images/toothbrush/test/defective/020.png", "label": 1, "label_name": "defective", "maskname": "images/toothbrush/ground_truth/defective/020_mask.png", "clsname": "toothbrush"}
+{"filename": "images/toothbrush/test/defective/029.png", "label": 1, "label_name": "defective", "maskname": "images/toothbrush/ground_truth/defective/029_mask.png", "clsname": "toothbrush"}
diff --git a/mvtec/samples/test_transistor.jsonl b/mvtec/samples/test_transistor.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dc5038e7dd418ddaa617b4d90353f0bc369a9662
--- /dev/null
+++ b/mvtec/samples/test_transistor.jsonl
@@ -0,0 +1,80 @@
+{"filename": "images/transistor/test/damaged_case/007.png", "label": 3, "label_name": "damaged_case", "maskname": "images/transistor/ground_truth/damaged_case/007_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/damaged_case/006.png", "label": 3, "label_name": "damaged_case", "maskname": "images/transistor/ground_truth/damaged_case/006_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/damaged_case/009.png", "label": 3, "label_name": "damaged_case", "maskname": "images/transistor/ground_truth/damaged_case/009_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/damaged_case/008.png", "label": 3, "label_name": "damaged_case", "maskname": "images/transistor/ground_truth/damaged_case/008_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/damaged_case/005.png", "label": 3, "label_name": "damaged_case", "maskname": "images/transistor/ground_truth/damaged_case/005_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/bent_lead/007.png", "label": 1, "label_name": "bent_lead", "maskname": "images/transistor/ground_truth/bent_lead/007_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/bent_lead/006.png", "label": 1, "label_name": "bent_lead", "maskname": "images/transistor/ground_truth/bent_lead/006_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/bent_lead/009.png", "label": 1, "label_name": "bent_lead", "maskname": "images/transistor/ground_truth/bent_lead/009_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/bent_lead/008.png", "label": 1, "label_name": "bent_lead", "maskname": "images/transistor/ground_truth/bent_lead/008_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/bent_lead/005.png", "label": 1, "label_name": "bent_lead", "maskname": "images/transistor/ground_truth/bent_lead/005_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/cut_lead/007.png", "label": 2, "label_name": "cut_lead", "maskname": "images/transistor/ground_truth/cut_lead/007_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/cut_lead/006.png", "label": 2, "label_name": "cut_lead", "maskname": "images/transistor/ground_truth/cut_lead/006_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/cut_lead/009.png", "label": 2, "label_name": "cut_lead", "maskname": "images/transistor/ground_truth/cut_lead/009_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/cut_lead/008.png", "label": 2, "label_name": "cut_lead", "maskname": "images/transistor/ground_truth/cut_lead/008_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/cut_lead/005.png", "label": 2, "label_name": "cut_lead", "maskname": "images/transistor/ground_truth/cut_lead/005_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/023.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/043.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/031.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/054.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/048.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/012.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/050.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/024.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/004.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/007.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/006.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/044.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/051.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/049.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/002.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/022.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/045.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/038.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/010.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/034.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/017.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/019.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/003.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/027.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/015.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/018.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/032.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/021.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/040.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/059.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/039.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/030.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/026.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/037.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/052.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/047.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/025.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/041.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/009.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/033.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/028.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/016.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/000.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/011.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/055.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/058.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/053.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/020.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/008.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/046.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/056.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/036.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/042.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/035.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/013.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/014.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/005.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/029.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/001.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/good/057.png", "label": 0, "label_name": "normal", "clsname": "transistor"}
+{"filename": "images/transistor/test/misplaced/007.png", "label": 4, "label_name": "misplaced", "maskname": "images/transistor/ground_truth/misplaced/007_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/misplaced/006.png", "label": 4, "label_name": "misplaced", "maskname": "images/transistor/ground_truth/misplaced/006_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/misplaced/009.png", "label": 4, "label_name": "misplaced", "maskname": "images/transistor/ground_truth/misplaced/009_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/misplaced/008.png", "label": 4, "label_name": "misplaced", "maskname": "images/transistor/ground_truth/misplaced/008_mask.png", "clsname": "transistor"}
+{"filename": "images/transistor/test/misplaced/005.png", "label": 4, "label_name": "misplaced", "maskname": "images/transistor/ground_truth/misplaced/005_mask.png", "clsname": "transistor"}
diff --git a/mvtec/samples/test_wood.jsonl b/mvtec/samples/test_wood.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..01d503e872a8aa5859036b2906a7385d7d49dc81
--- /dev/null
+++ b/mvtec/samples/test_wood.jsonl
@@ -0,0 +1,47 @@
+{"filename": "images/wood/test/liquid/007.png", "label": 4, "label_name": "liquid", "maskname": "images/wood/ground_truth/liquid/007_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/liquid/006.png", "label": 4, "label_name": "liquid", "maskname": "images/wood/ground_truth/liquid/006_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/liquid/009.png", "label": 4, "label_name": "liquid", "maskname": "images/wood/ground_truth/liquid/009_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/liquid/008.png", "label": 4, "label_name": "liquid", "maskname": "images/wood/ground_truth/liquid/008_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/liquid/005.png", "label": 4, "label_name": "liquid", "maskname": "images/wood/ground_truth/liquid/005_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/combined/007.png", "label": 5, "label_name": "combined", "maskname": "images/wood/ground_truth/combined/007_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/combined/006.png", "label": 5, "label_name": "combined", "maskname": "images/wood/ground_truth/combined/006_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/combined/010.png", "label": 5, "label_name": "combined", "maskname": "images/wood/ground_truth/combined/010_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/combined/009.png", "label": 5, "label_name": "combined", "maskname": "images/wood/ground_truth/combined/009_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/combined/008.png", "label": 5, "label_name": "combined", "maskname": "images/wood/ground_truth/combined/008_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/012.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/012_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/017.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/017_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/019.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/019_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/015.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/015_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/018.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/018_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/016.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/016_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/011.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/011_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/020.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/020_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/013.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/013_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/scratch/014.png", "label": 2, "label_name": "scratch", "maskname": "images/wood/ground_truth/scratch/014_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/good/012.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/004.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/007.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/006.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/002.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/010.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/017.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/003.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/015.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/018.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/009.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/016.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/000.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/011.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/008.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/013.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/014.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/005.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/good/001.png", "label": 0, "label_name": "normal", "clsname": "wood"}
+{"filename": "images/wood/test/color/007.png", "label": 1, "label_name": "color", "maskname": "images/wood/ground_truth/color/007_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/color/006.png", "label": 1, "label_name": "color", "maskname": "images/wood/ground_truth/color/006_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/color/005.png", "label": 1, "label_name": "color", "maskname": "images/wood/ground_truth/color/005_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/hole/007.png", "label": 3, "label_name": "hole", "maskname": "images/wood/ground_truth/hole/007_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/hole/006.png", "label": 3, "label_name": "hole", "maskname": "images/wood/ground_truth/hole/006_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/hole/009.png", "label": 3, "label_name": "hole", "maskname": "images/wood/ground_truth/hole/009_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/hole/008.png", "label": 3, "label_name": "hole", "maskname": "images/wood/ground_truth/hole/008_mask.png", "clsname": "wood"}
+{"filename": "images/wood/test/hole/005.png", "label": 3, "label_name": "hole", "maskname": "images/wood/ground_truth/hole/005_mask.png", "clsname": "wood"}
diff --git a/mvtec/samples/test_zipper.jsonl b/mvtec/samples/test_zipper.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f414cf1cfc19190c847f8d3a587cd65c1952d45e
--- /dev/null
+++ b/mvtec/samples/test_zipper.jsonl
@@ -0,0 +1,90 @@
+{"filename": "images/zipper/test/squeezed_teeth/012.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/012_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/010.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/010_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/015.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/015_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/009.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/009_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/011.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/011_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/008.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/008_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/013.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/013_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/squeezed_teeth/014.png", "label": 2, "label_name": "squeezed_teeth", "maskname": "images/zipper/ground_truth/squeezed_teeth/014_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/012.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/012_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/010.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/010_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/015.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/015_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/009.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/009_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/011.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/011_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/008.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/008_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/013.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/013_mask.png", "clsname": "zipper"}
+{"filename": "images/zipper/test/fabric_interior/014.png", "label": 4, "label_name": "fabric_interior", "maskname": "images/zipper/ground_truth/fabric_interior/014_mask.png", "clsname": "zipper"}
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diff --git a/mvtec/samples/train_bottle.jsonl b/mvtec/samples/train_bottle.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a3f63333855ec64585acf27610caf6b183d0949b
--- /dev/null
+++ b/mvtec/samples/train_bottle.jsonl
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diff --git a/mvtec/samples/train_capsule.jsonl b/mvtec/samples/train_capsule.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..218e39000c189d4938d671a002eae6f341b9b80c
--- /dev/null
+++ b/mvtec/samples/train_capsule.jsonl
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diff --git a/mvtec/samples/train_carpet.jsonl b/mvtec/samples/train_carpet.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..32f6dd1ce3adc1514f77fc9e40b8ad6836b842cb
--- /dev/null
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diff --git a/mvtec/samples/train_hazelnut.jsonl b/mvtec/samples/train_hazelnut.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3e3b835b7a4058e5d0b9046bcde71dfd966a5dcb
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index 0000000000000000000000000000000000000000..f4641866c97368a19802f0bb6dd7e7b58293c696
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diff --git a/mvtec/samples/train_metal_nut.jsonl b/mvtec/samples/train_metal_nut.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6bcaab481db72c780a723a3bca2ac69d1c58ac96
--- /dev/null
+++ b/mvtec/samples/train_metal_nut.jsonl
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diff --git a/mvtec/samples/train_pill.jsonl b/mvtec/samples/train_pill.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..312b58a623f42f0ef658f07358caadfed847f027
--- /dev/null
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diff --git a/mvtec/samples/train_screw.jsonl b/mvtec/samples/train_screw.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f3196c3d02c5fa59ae0925cb81744bdf8b823187
--- /dev/null
+++ b/mvtec/samples/train_screw.jsonl
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diff --git a/mvtec/samples/train_tile.jsonl b/mvtec/samples/train_tile.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b75d4dd71f3310f1a64770fee7dadf57a4c05df8
--- /dev/null
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index 0000000000000000000000000000000000000000..19458426c7deb34e04e262790f2f6b8f13726a50
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diff --git a/mvtec/samples/train_transistor.jsonl b/mvtec/samples/train_transistor.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..99733e9277c8132a5b9161ae8ca5b45cbd75c6e8
--- /dev/null
+++ b/mvtec/samples/train_transistor.jsonl
@@ -0,0 +1,233 @@
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diff --git a/mvtec/samples/train_wood.jsonl b/mvtec/samples/train_wood.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6e89aad276c19fa928e11b32e9f948720eb5f946
--- /dev/null
+++ b/mvtec/samples/train_wood.jsonl
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