{"id":26280,"date":"2024-02-25T08:16:23","date_gmt":"2024-02-25T09:16:23","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/"},"modified":"2024-02-25T08:16:24","modified_gmt":"2024-02-25T09:16:24","slug":"%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u062e\u0648\u0627\u0635 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u067e\u0631\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u062a\u0641\u0627\u0648\u062a\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Nicholas Konz, Maciej A. Mazurowski<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 <\/td>\n<td>\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647: <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>31<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Computer Vision and Pattern Recognition,Machine Learning,Image and Video Processing,Machine Learning,\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u06cc , \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 , \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0641\u06cc\u0644\u0645 , \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 16 January, 2024; originally announced January 2024. , Comments: ICLR 2024. Code: https:\/\/github.com\/mazurowski-lab\/intrinsic-properties<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>16 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f.\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f \u060c \u0646\u0638\u0631\u0627\u062a: ICLR 2024. \u06a9\u062f: https:\/\/github.com\/mazurowski-lab\/intrinsic-properties<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">This paper investigates discrepancies in how neural networks learn from different imaging domains, which are commonly overlooked when adopting computer vision techniques from the domain of natural images to other specialized domains such as medical images. Recent works have found that the generalization error of a trained network typically increases with the intrinsic dimension ($d_{data}$) of its training set. Yet, the steepness of this relationship varies significantly between medical (radiological) and natural imaging domains, with no existing theoretical explanation. We address this gap in knowledge by establishing and empirically validating a generalization scaling law with respect to $d_{data}$, and propose that the substantial scaling discrepancy between the two considered domains may be at least partially attributed to the higher intrinsic &#8220;label sharpness&#8221; ($K_F$) of medical imaging datasets, a metric which we propose. Next, we demonstrate an additional benefit of measuring the label sharpness of a training set: it is negatively correlated with the trained model&#8217;s adversarial robustness, which notably leads to models for medical images having a substantially higher vulnerability to adversarial attack. Finally, we extend our $d_{data}$ formalism to the related metric of learned representation intrinsic dimension ($d_{repr}$), derive a generalization scaling law with respect to $d_{repr}$, and show that $d_{data}$ serves as an upper bound for $d_{repr}$. Our theoretical results are supported by thorough experiments with six models and eleven natural and medical imaging datasets over a range of training set sizes. Our findings offer insights into the influence of intrinsic dataset properties on generalization, representation learning, and robustness in deep neural networks.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u062f\u0631 \u0646\u062d\u0648\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u060c \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0647\u0646\u06af\u0627\u0645 \u0627\u062a\u062e\u0627\u0630 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0647 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u0645\u0648\u0631\u062f \u063a\u0641\u0644\u062a \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u060c \u0628\u0631\u0631\u0633\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.\u0622\u062b\u0627\u0631 \u0627\u062e\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u062e\u0637\u0627\u06cc \u062a\u0639\u0645\u06cc\u0645 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0630\u0627\u062a\u06cc ($ d_ {data} $) \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u062a\u0646\u062f \u0628\u0648\u062f\u0646 \u0627\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc (\u0631\u0627\u062f\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc) \u0648 \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a \u060c \u0628\u062f\u0648\u0646 \u062a\u0648\u0636\u06cc\u062d \u0646\u0638\u0631\u06cc \u0645\u0648\u062c\u0648\u062f.\u0645\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0648 \u062a\u0623\u06cc\u06cc\u062f \u062a\u062c\u0631\u0628\u06cc \u0642\u0627\u0646\u0648\u0646 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0639\u0645\u0648\u0645\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 $ d_ {data} $ \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u062f\u0631 \u062f\u0627\u0646\u0634 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u0642\u06cc\u0627\u0633 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u062d\u0648\u0632\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0627 \u062d\u062f\u06cc \u0628\u0647 \u0648\u0636\u0648\u062d \u0628\u0631\u0686\u0633\u0628 \u0630\u0627\u062a\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0646\u0633\u0628\u062a \u062f\u0627\u062f\u0647 \u0634\u0648\u062f &#8220;&#8221;($ k_f $) \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u0632\u0634\u06a9\u06cc \u060c \u0645\u062a\u0631\u06cc\u06a9 \u06a9\u0647 \u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u0632\u06cc\u062a \u0627\u0636\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0648\u0636\u0648\u062d \u0628\u0631\u0686\u0633\u0628 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0645\u0631\u06cc\u0646\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645: \u0627\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062e\u0627\u0644\u0641 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0646\u0641\u06cc \u0627\u0633\u062a \u060c \u06a9\u0647 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0622\u0633\u06cc\u0628 \u067e\u0630\u06cc\u0631\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0647 \u062f\u0634\u0645\u0646 \u0647\u0633\u062a\u0646\u062f.\u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0645\u0627 $ d_ {data} $ \u0631\u0627 \u0628\u0647 \u0645\u062a\u0631\u06cc\u06a9 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0628\u0639\u0627\u062f \u0630\u0627\u062a\u06cc ($ d_ {repr} $) \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u060c \u06cc\u06a9 \u0642\u0627\u0646\u0648\u0646 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0639\u0645\u0648\u0645\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 $ d_ {repr} $ \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u060c \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 $ d_{\u062f\u0627\u062f\u0647} $ \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u0647 \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc $ d_ {repr} $ \u062e\u062f\u0645\u062a \u0645\u06cc \u06a9\u0646\u062f.\u0646\u062a\u0627\u06cc\u062c \u0646\u0638\u0631\u06cc \u0645\u0627 \u0628\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0627 \u0634\u0634 \u0645\u062f\u0644 \u0648 \u06cc\u0627\u0632\u062f\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc \u062f\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f.\u06cc\u0627\u0641\u062a\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u062f\u0631 \u062a\u0639\u0645\u06cc\u0645 \u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<table class=\"table table-bordered table-primary\">\r\n<tr>\r\n\t<td>\r\n\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0633\u062a.\r\n\t<\/td>\r\n<\/tr>\r\n\t\r\n<tr>\r\n\t<td>\r\n     \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 \u062a\u0631\u062c\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0645\u0627\u0633\u060c \u067e\u06cc\u0627\u0645\u06a9\u060c \u062a\u0644\u06af\u0631\u0627\u0645 \u0648 \u06cc\u0627 \u0648\u0627\u062a\u0633 \u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0632\u06cc\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f:\r\n\t<br \/><br \/>\r\n\t09395106248\r\n\t\t\r\n\t\t\r\n\t<br \/><br \/>\r\n\t\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0631\u0627\u06cc\u0637 \u062a\u0631\u062c\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:\r\n\t\t<br \/>\r\n\t\t<ul>\r\n\t\t<li>\r\n\t\t\u0642\u06cc\u0645\u062a \u0647\u0631 \u0635\u0641\u062d\u0647 \u062a\u0631\u062c\u0645\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 40 \u0647\u0632\u0627\u0631 \u062a\u0648\u0645\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u062f. \r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u062a\u062d\u0648\u06cc\u0644 \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f \u0645\u06cc \u0628\u0627\u0634\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u0639\u0627\u062f\u06cc \u0628\u06cc\u0646 3 \u062a\u0627 5 \u0631\u0648\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t\r\n\t\t<li>\r\n\t\t\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.\r\n\t\t<\/li>\r\n\t<\/td>\r\n\t\r\n\t\r\n<\/tr>\r\n<\/table>\r\n\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images [&hellip;]<\/p>\n","protected":false},"featured_media":27,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[15,21],"product_tag":[17,20,19,260,272,267],"class_list":{"0":"post-26280","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-15","7":"product_cat-21","8":"product_tag-computer-vision-and-pattern-recognition","9":"product_tag-image-and-video-processing","10":"product_tag-machine-learning","11":"product_tag-260","12":"product_tag-272","13":"product_tag-267","14":"pmpro-has-access","15":"desktop-align-left","16":"tablet-align-left","17":"mobile-align-left","19":"first","20":"instock","21":"downloadable","22":"shipping-taxable","23":"purchasable","24":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u062a\u0623\u062b\u06cc\u0631-\u0648\u06cc\u0698\u06af\u06cc\u0647\u0627\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\u0647\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u062a\u0623\u062b\u06cc\u0631-\u0648\u06cc\u0698\u06af\u06cc\u0647\u0627\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\u0647\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-25T09:16:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/express24.ir\/d\/wp-content\/uploads\/2024\/02\/Elsevier_logo_2019.svg_.png\" \/>\n\t<meta property=\"og:image:width\" content=\"440\" \/>\n\t<meta property=\"og:image:height\" content=\"486\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/\",\"url\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/\",\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"isPartOf\":{\"@id\":\"https:\/\/express24.ir\/d\/#website\"},\"datePublished\":\"2024-02-25T09:16:23+00:00\",\"dateModified\":\"2024-02-25T09:16:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u062e\u0627\u0646\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/express24.ir\/d\/#website\",\"url\":\"https:\/\/express24.ir\/d\/\",\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/express24.ir\/d\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fa-IR\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u062a\u0623\u062b\u06cc\u0631-\u0648\u06cc\u0698\u06af\u06cc\u0647\u0627\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\u0647\/","og_locale":"fa_IR","og_type":"article","og_title":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","og_description":"\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images [&hellip;]","og_url":"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u062a\u0623\u062b\u06cc\u0631-\u0648\u06cc\u0698\u06af\u06cc\u0647\u0627\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\u0647\/","og_site_name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","article_modified_time":"2024-02-25T09:16:24+00:00","og_image":[{"width":440,"height":486,"url":"https:\/\/express24.ir\/d\/wp-content\/uploads\/2024\/02\/Elsevier_logo_2019.svg_.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646":"2 \u062f\u0642\u06cc\u0642\u0647"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/","url":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/","name":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","isPartOf":{"@id":"https:\/\/express24.ir\/d\/#website"},"datePublished":"2024-02-25T09:16:23+00:00","dateModified":"2024-02-25T09:16:24+00:00","breadcrumb":{"@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%a3%d8%ab%db%8c%d8%b1-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7%db%8c-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d8%af%d8%a7%d8%af%d9%87%d9%87\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u062e\u0627\u0646\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":2,"name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":3,"name":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u0627\u062a\u06cc \u0628\u0631 \u062a\u0639\u0645\u06cc\u0645: \u06a9\u0634\u0641 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc"}]},{"@type":"WebSite","@id":"https:\/\/express24.ir\/d\/#website","url":"https:\/\/express24.ir\/d\/","name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/express24.ir\/d\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fa-IR"}]}},"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/26280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=26280"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/27"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=26280"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=26280"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=26280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}