Pimo tutorials/04 advanced iv (#2352)

* add notebook 701e_aupimo_advanced_iv on load/save and statistical comparisons Signed-off-by: jpcbertoldo <[email protected]> * make `AUPIMOResult.num_thresholds` optional Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced iv (load/save and statistical tests) Signed-off-by: jpcbertoldo <[email protected]> * simplify cite us and mention intal Signed-off-by: jpcbertoldo <[email protected]> * fix readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]>
openvinotoolkit · Oct 17, 2024 · 1465b05 · 1465b05
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diff --git a/notebooks/700_metrics/701a_aupimo.ipynb b/notebooks/700_metrics/701a_aupimo.ipynb
@@ -492,29 +492,20 @@
    "source": [
     "# Cite Us\n",
     "\n",
-    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "AUPIMO was developed during [Google Summer of Code 2023 (GSoC 2023)](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd) with the `anomalib` team from Intel's OpenVINO Toolkit.\n",
     "\n",
-    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\n",
+    "arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
+    "\n",
+    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
     "\n",
     "```bibtex\n",
     "@misc{bertoldo2024aupimo,\n",
-    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      author={Joao P. C. Bertoldo and Dick Ameln and Ashwin Vaidya and Samet Akçay},\n",
+    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      year={2024},\n",
-    "      eprint={2401.01984},\n",
-    "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.CV},\n",
     "      url={https://arxiv.org/abs/2401.01984}, \n",
     "}\n",
-    "```\n",
-    "\n",
-    "Paper on arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
-    "\n",
-    "Medium post: [medium.com/p/c653ac30e802](https://medium.com/p/c653ac30e802)\n",
-    "\n",
-    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
-    "\n",
-    "GSoC 2023 page: [summerofcode.withgoogle.com/archive/2023/projects/SPMopugd](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd)"
+    "```"
    ]
   }
  ],

diff --git a/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb b/notebooks/700_metrics/701b_aupimo_advanced_i.ipynb
@@ -775,29 +775,20 @@
    "source": [
     "# Cite Us\n",
     "\n",
-    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "AUPIMO was developed during [Google Summer of Code 2023 (GSoC 2023)](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd) with the `anomalib` team from Intel's OpenVINO Toolkit.\n",
     "\n",
-    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\n",
+    "arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
+    "\n",
+    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
     "\n",
     "```bibtex\n",
     "@misc{bertoldo2024aupimo,\n",
-    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      author={Joao P. C. Bertoldo and Dick Ameln and Ashwin Vaidya and Samet Akçay},\n",
+    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      year={2024},\n",
-    "      eprint={2401.01984},\n",
-    "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.CV},\n",
     "      url={https://arxiv.org/abs/2401.01984}, \n",
     "}\n",
-    "```\n",
-    "\n",
-    "Paper on arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
-    "\n",
-    "Medium post: [medium.com/p/c653ac30e802](https://medium.com/p/c653ac30e802)\n",
-    "\n",
-    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
-    "\n",
-    "GSoC 2023 page: [summerofcode.withgoogle.com/archive/2023/projects/SPMopugd](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd)"
+    "```"
    ]
   },
   {
@@ -1382,29 +1373,20 @@
    "source": [
     "# Cite Us\n",
     "\n",
-    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "AUPIMO was developed during [Google Summer of Code 2023 (GSoC 2023)](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd) with the `anomalib` team from Intel's OpenVINO Toolkit.\n",
     "\n",
-    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\n",
+    "arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
+    "\n",
+    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
     "\n",
     "```bibtex\n",
     "@misc{bertoldo2024aupimo,\n",
-    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      author={Joao P. C. Bertoldo and Dick Ameln and Ashwin Vaidya and Samet Akçay},\n",
+    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      year={2024},\n",
-    "      eprint={2401.01984},\n",
-    "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.CV},\n",
     "      url={https://arxiv.org/abs/2401.01984}, \n",
     "}\n",
-    "```\n",
-    "\n",
-    "Paper on arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
-    "\n",
-    "Medium post: [medium.com/p/c653ac30e802](https://medium.com/p/c653ac30e802)\n",
-    "\n",
-    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
-    "\n",
-    "GSoC 2023 page: [summerofcode.withgoogle.com/archive/2023/projects/SPMopugd](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd)"
+    "```"
    ]
   }
  ],

diff --git a/notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb b/notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb
@@ -885,29 +885,20 @@
    "source": [
     "# Cite Us\n",
     "\n",
-    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "AUPIMO was developed during [Google Summer of Code 2023 (GSoC 2023)](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd) with the `anomalib` team from Intel's OpenVINO Toolkit.\n",
     "\n",
-    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\n",
+    "arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
+    "\n",
+    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
     "\n",
     "```bibtex\n",
     "@misc{bertoldo2024aupimo,\n",
-    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      author={Joao P. C. Bertoldo and Dick Ameln and Ashwin Vaidya and Samet Akçay},\n",
+    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      year={2024},\n",
-    "      eprint={2401.01984},\n",
-    "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.CV},\n",
     "      url={https://arxiv.org/abs/2401.01984}, \n",
     "}\n",
-    "```\n",
-    "\n",
-    "Paper on arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
-    "\n",
-    "Medium post: [medium.com/p/c653ac30e802](https://medium.com/p/c653ac30e802)\n",
-    "\n",
-    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
-    "\n",
-    "GSoC 2023 page: [summerofcode.withgoogle.com/archive/2023/projects/SPMopugd](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd)"
+    "```"
    ]
   }
  ],

diff --git a/notebooks/700_metrics/701d_aupimo_advanced_iii.ipynb b/notebooks/700_metrics/701d_aupimo_advanced_iii.ipynb
@@ -321,29 +321,20 @@
    "source": [
     "# Cite Us\n",
     "\n",
-    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "AUPIMO was developed during [Google Summer of Code 2023 (GSoC 2023)](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd) with the `anomalib` team from Intel's OpenVINO Toolkit.\n",
     "\n",
-    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\n",
+    "arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
+    "\n",
+    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
     "\n",
     "```bibtex\n",
     "@misc{bertoldo2024aupimo,\n",
-    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      author={Joao P. C. Bertoldo and Dick Ameln and Ashwin Vaidya and Samet Akçay},\n",
+    "      title={{AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance}}, \n",
     "      year={2024},\n",
-    "      eprint={2401.01984},\n",
-    "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.CV},\n",
     "      url={https://arxiv.org/abs/2401.01984}, \n",
     "}\n",
-    "```\n",
-    "\n",
-    "Paper on arXiv: [arxiv.org/abs/2401.01984](https://arxiv.org/abs/2401.01984) (accepted to BMVC 2024)\n",
-    "\n",
-    "Medium post: [medium.com/p/c653ac30e802](https://medium.com/p/c653ac30e802)\n",
-    "\n",
-    "Official repository: [github.com/jpcbertoldo/aupimo](https://github.com/jpcbertoldo/aupimo) (numpy-only API and numba-accelerated versions available)\n",
-    "\n",
-    "GSoC 2023 page: [summerofcode.withgoogle.com/archive/2023/projects/SPMopugd](https://summerofcode.withgoogle.com/archive/2023/projects/SPMopugd)"
+    "```"
    ]
   }
  ],