add cite us

Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com>

notebooks/700_metrics/701d_aupimo_advanced_iii.ipynb

@@ -314,6 +314,37 @@
     "- $0$%: random or worse, \n",
     "- $100$%: perfect."
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Cite Us\n",
+    "\n",
+    "AUPIMO was developed during Google Summer of Code 2023 (GSoC 2023) with the `anomalib` team from OpenVINO Toolkit.\n",
+    "\n",
+    "Our work was accepted to the British Machine Vision Conference 2024 (BMVC 2024).\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",
+    "      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)"
+   ]
   }
  ],
  "metadata": {