§ #"eÉ ã ó: d dl Zd dlmZ d Zd dZd Zd Zd Z dS ) é N)Úbackendc ó¶ | ¦ « | ¦ « z }|dk rt j S | |z ¦ « }d|z |z S )a Computes soerensen-dice coefficient. compute the soerensen-dice coefficient between the ground truth mask `mask_gt` and the predicted mask `mask_pred`. Args: mask_gt: 3-dim Numpy array of type bool. The ground truth mask. mask_pred: 3-dim Numpy array of type bool. The predicted mask. Returns: the dice coeffcient as float. If both masks are empty, the result is NaN. r é )ÚsumÚnpÚNaN)Úmask_gtÚ mask_predÚ volume_sumÚvolume_intersects úhc:\Users\mrami\OneDrive\Desktop\Bleeding Detection\Image-Segmentation\Submission_segmentation\metrics.pyÚ dice_scorer sV ð §¢¡¤Ñ0JØQÝv Ø )Ñ+×0Ò0Ñ2Ô2ÐØÐ Ñ Ñ*Ð*ó é c ó t j t j | |z ¦ « d¬¦ « }d|z |z t j t j | ¦ « d¦ « t j t j |¦ « d¦ « z |z z S )z Dice = (2*|X & Y|)/ (|X|+ |Y|) = 2*sum(|A*B|)/(sum(A^2)+sum(B^2)) ref: https://arxiv.org/pdf/1606.04797v1.pdf éÿÿÿÿ)Úaxisg @)ÚKr ÚabsÚsquare)Úy_trueÚy_predÚsmoothÚintersections r Ú dice_coefr st õ 5v¨Ñ/Ô/°bÐ9Ñ9Ô9LØÑ Ñ&1¬5µ´¸&Ñ1AÔ1AÀ"Ñ+EÔ+EÍÌÍaÌhÐW]ÑN^ÔN^Ð_aÑHbÔHbÑ+bÐekÑ+kÑlÐlr c ó( dt | |¦ « z S ©Nr )r ©r r s r Údice_coef_lossr ! s ØYvvÑ &Ô &Ñ&Ð&r c óê t j | ¦ « }t j |¦ « }t j ||z ¦ « }|dz t j |¦ « t j |¦ « z |z dz z S )Ng ð?)r Úflattenr )r r Úy_true_fÚy_pred_fr s r Újacard_coefr$ $ sd ÝyÑ Ô HÝyÑ Ô HÝ5 HÑ,Ñ-Ô-LØ3Ñ¥1¤5¨¡?¤?µQ´U¸8±_´_Ñ#DÀ|Ñ#SÐVYÑ#YÑZÐZr c ó( dt | |¦ « z S r )r$ r s r Újacard_coef_lossr&