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* PIMO (#1726) * update Signed-off-by: jpcbertoldo <[email protected]> * test binclf curves numpy and numba and fixes Signed-off-by: jpcbertoldo <[email protected]> * correct som docstrings Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * constants regrouped in dataclass as class vars Signed-off-by: jpcbertoldo <[email protected]> * result class was unneccesary for per_image_binclf_curve Signed-off-by: jpcbertoldo <[email protected]> * factorize function _get_threshs_minmax_linspace Signed-off-by: jpcbertoldo <[email protected]> * small docs fixes Signed-off-by: jpcbertoldo <[email protected]> * add pimo numpy version and test Signed-off-by: jpcbertoldo <[email protected]> * move validation Signed-off-by: jpcbertoldo <[email protected]> * add `shared_fpr_metric` option Signed-off-by: jpcbertoldo <[email protected]> * add pimo torch functional version and test Signed-off-by: jpcbertoldo <[email protected]> * add torchmetrics interface and test Signed-off-by: jpcbertoldo <[email protected]> * renames and put things in init Signed-off-by: jpcbertoldo <[email protected]> * validate inputs in result objects Signed-off-by: jpcbertoldo <[email protected]> * result objects to from dict and tests Signed-off-by: jpcbertoldo <[email protected]> * add save and load methods to result objects and test Signed-off-by: jpcbertoldo <[email protected]> * refactor validations and minor changes Signed-off-by: jpcbertoldo <[email protected]> * test result objects' properties Signed-off-by: jpcbertoldo <[email protected]> * minor refactors Signed-off-by: jpcbertoldo <[email protected]> * add missing docstrings Signed-off-by: jpcbertoldo <[email protected]> * minore vocabulary fix for consistency Signed-off-by: jpcbertoldo <[email protected]> * add per image scores statistics and test it Signed-off-by: jpcbertoldo <[email protected]> * refactor constants notation Signed-off-by: jpcbertoldo <[email protected]> * add stats tests and test it Signed-off-by: jpcbertoldo <[email protected]> * change the meaning of AUPIMO.num_thresh Signed-off-by: jpcbertoldo <[email protected]> * interface to format pairwise test results Signed-off-by: jpcbertoldo <[email protected]> * improve doc Signed-off-by: jpcbertoldo <[email protected]> * add optional `paths` to result objects and some minor fixes and refactors Signed-off-by: jpcbertoldo <[email protected]> * remove frozen from dataclasses and some done todos Signed-off-by: jpcbertoldo <[email protected]> * review headers Signed-off-by: jpcbertoldo <[email protected]> * doc modifs Signed-off-by: jpcbertoldo <[email protected]> * refactor `score_less_than_thresh` in `_binclf_one_curve_python` Signed-off-by: jpcbertoldo <[email protected]> * correct license comments Signed-off-by: jpcbertoldo <[email protected]> * fix doc Signed-off-by: jpcbertoldo <[email protected]> * numba as extra requirement Signed-off-by: jpcbertoldo <[email protected]> * refactor copyrights from jpcbertoldo Signed-off-by: jpcbertoldo <[email protected]> * remove from __future__ import annotations Signed-off-by: jpcbertoldo <[email protected]> * refactor validations names Signed-off-by: jpcbertoldo <[email protected]> * dedupe file path validation Signed-off-by: jpcbertoldo <[email protected]> * fix tests Signed-off-by: jpcbertoldo <[email protected]> * Add todo Signed-off-by: jpcbertoldo <[email protected]> * refactor enums Signed-off-by: jpcbertoldo <[email protected]> * only logger.warning Signed-off-by: jpcbertoldo <[email protected]> * refactor test imports Signed-off-by: jpcbertoldo <[email protected]> * refactor docs Signed-off-by: jpcbertoldo <[email protected]> * refactor some docs Signed-off-by: jpcbertoldo <[email protected]> * correct pre commit errors Signed-off-by: jpcbertoldo <[email protected]> * remove author tag Signed-off-by: jpcbertoldo <[email protected]> * add thrid party program Signed-off-by: jpcbertoldo <[email protected]> * Update src/anomalib/metrics/per_image/pimo.py * move HAS_NUMBA Signed-off-by: jpcbertoldo <[email protected]> * remove PIMOSharedFPRMetric Signed-off-by: jpcbertoldo <[email protected]> * make torchmetrics compute avg by dft Signed-off-by: jpcbertoldo <[email protected]> * pre-commit hooks corrections Signed-off-by: jpcbertoldo <[email protected]> * correct numpy.trapezoid Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🗑️ Remove numba (#2313) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * add third-party-programs.txt Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🗑️ Remove unused methods (#2315) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PIMO: Port Numpy → Torch (#2316) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨Refactor methods across files (#2321) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> * refactor code Signed-off-by: Ashwin Vaidya <[email protected]> * refactor move functional inside update remove path from the metric * Add changes from comments Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Remove model to model comparison (#2325) * rename to pimo Signed-off-by: Ashwin Vaidya <[email protected]> * minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> * remove model to model comparison Signed-off-by: Ashwin Vaidya <[email protected]> * fix test Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Remove unused enums Signed-off-by: Ashwin Vaidya <[email protected]> * update doc strings Signed-off-by: Ashwin Vaidya <[email protected]> * update param names Signed-off-by: Ashwin Vaidya <[email protected]> * add aupimo basic usage tutorial notebook (#2330) * add aupimo basic usage tutorial notebook Signed-off-by: jpcbertoldo <[email protected]> * update scipy import Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * minor Signed-off-by: jpcbertoldo <[email protected]> * modify texts and add illustration Signed-off-by: jpcbertoldo <[email protected]> * udpate working dir Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]>
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