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Pimo tutorials/04 advanced iv (#2352)
* add notebook 701e_aupimo_advanced_iv on load/save and statistical comparisons Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * make `AUPIMOResult.num_thresholds` optional Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add aupimo notebook advanced iv (load/save and statistical tests) Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * simplify cite us and mention intal Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * fix readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com>
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‎notebooks/700_metrics/701a_aupimo.ipynb

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

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

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

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