Pimo tutorials/02 advanced ii (#2347)

* uset all padim features to make it deterministic

Signed-off-by: jpcbertoldo <[email protected]>

* add aupimo notebook advanced i

Signed-off-by: jpcbertoldo <[email protected]>

* update readme

Signed-off-by: jpcbertoldo <[email protected]>

* modify changelog

Signed-off-by: jpcbertoldo <[email protected]>

* correct readme

Signed-off-by: jpcbertoldo <[email protected]>

* correct again

Signed-off-by: jpcbertoldo <[email protected]>

* minor corrections

Signed-off-by: jpcbertoldo <[email protected]>

* add aupimo notebook advanced ii (pimo curve and integration bounds)

Signed-off-by: jpcbertoldo <[email protected]>

* fix links

Signed-off-by: jpcbertoldo <[email protected]>

* correct change log

Signed-off-by: jpcbertoldo <[email protected]>

---------

Signed-off-by: jpcbertoldo <[email protected]>

Author: jpcbertoldo

CHANGELOG.md

@@ -8,6 +8,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 
 ### Added
 
+- Add `AUPIMO` tutorials notebooks in https://github.com/openvinotoolkit/anomalib/pull/2330 and https://github.com/openvinotoolkit/anomalib/pull/2336
+- Add `AUPIMO` metric by [jpcbertoldo](https://github.com/jpcbertoldo) in https://github.com/openvinotoolkit/anomalib/pull/1726 and refactored by [ashwinvaidya17](https://github.com/ashwinvaidya17) in https://github.com/openvinotoolkit/anomalib/pull/2329
+
 ### Changed
 
 ### Deprecated
@@ -120,8 +123,6 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 
 ### Added
 
-- Add `AUPIMO` tutorials notebooks in https://github.com/openvinotoolkit/anomalib/pull/2330 and https://github.com/openvinotoolkit/anomalib/pull/2336
-- Add `AUPIMO` metric by [jpcbertoldo](https://github.com/jpcbertoldo) in https://github.com/openvinotoolkit/anomalib/pull/1726 and refactored by [ashwinvaidya17](https://github.com/ashwinvaidya17) in https://github.com/openvinotoolkit/anomalib/pull/2329
 - Add requirements into `pyproject.toml` & Refactor anomalib install `get_requirements` by @harimkang in https://github.com/openvinotoolkit/anomalib/pull/1808
 
 ### Changed

notebooks/700_metrics/701a_aupimo.ipynb

@@ -127,7 +127,7 @@
     "We will use dataset Leather from MVTec AD. \n",
     "\n",
     "> See the notebooks below for more details on datamodules. \n",
-    "> [github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules]((https://github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules))"
+    "> [github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules](https://github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules)"
    ]
   },
   {

notebooks/700_metrics/701b_aupimo_advanced_i.ipynb

@@ -143,13 +143,13 @@
    "source": [
     "# Basics\n",
     "\n",
-    "This part was covered in the notebook [701a_aupimo.ipynb](701a_aupimo.ipynb), so we'll not discuss it here.\n",
+    "This part was covered in the notebook [701a_aupimo.ipynb](./701a_aupimo.ipynb), so we'll not discuss it here.\n",
     "\n",
     "It will train a model and evaluate it using AUPIMO.\n",
     "We will use dataset Leather from MVTec AD with `PaDiM` (performance is not the best, but it is fast to train).\n",
     "\n",
     "> See the notebooks below for more details on:\n",
-    "> - datamodules: [100_datamodules]((https://github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules));\n",
+    "> - datamodules: [100_datamodules](https://github.com/openvinotoolkit/anomalib/tree/main/notebooks/100_datamodules);\n",
     "> - models: [200_models](https://github.com/openvinotoolkit/anomalib/tree/main/notebooks/200_models)."
    ]
   },

notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb

@@ -54,7 +54,8 @@ To install Python, Git and other required tools, [OpenVINO Notebooks](https://gi
 
 ## 7. Metrics
 
-| Notebook                                        | GitHub                                                                        | Colab                                                                                                                                                                                                        |
-| ----------------------------------------------- | ----------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
-| AUPIMO basics                                   | [701a_aupimo](/notebooks/700_metrics/701a_aupimo.ipynb)                       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/anomalib/blob/main/notebooks/700_metrics/701a_aupimo.ipynb)            |
-| AUPIMO representative samples and visualization | [701b_aupimo_advanced_i](/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/anomalib/blob/main/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb) |
+| Notebook                                        | GitHub                                                                          | Colab                                                                                                                                                                                                         |
+| ----------------------------------------------- | ------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| AUPIMO basics                                   | [701a_aupimo](/notebooks/700_metrics/701a_aupimo.ipynb)                         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/anomalib/blob/main/notebooks/700_metrics/701a_aupimo.ipynb)             |
+| AUPIMO representative samples and visualization | [701b_aupimo_advanced_i](/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb)   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/anomalib/blob/main/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb)  |
+| PIMO curve and integration bounds               | [701c_aupimo_advanced_ii](/notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/anomalib/blob/main/notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb) |