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\u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u0631\u06cc\u0636 \u06a9\u06d2 \u062d\u0633\u0627\u0628 \u0633\u06d2 \u0633\u06cc\u06af\u0645\u0646\u0679 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">from sklearn.model_selection import GroupShuffleSplit\n\ndef assign_splits(manifest, val_fraction=0.15, seed=42):\n    train_data = manifest[manifest[\"orig_split\"] == \"train\"]\n    groups = train_data[\"subject_id\"].values\n\n    gss = GroupShuffleSplit(n_splits=1, test_size=val_fraction, random_state=seed)\n    train_idx, val_idx = next(gss.split(X=train_data, y=None, groups=groups))\n\n    train_subjects = set(train_data.iloc[train_idx][\"subject_id\"].unique())\n    val_subjects = set(train_data.iloc[val_idx][\"subject_id\"].unique())\n\n    # Crash loudly if leakage ever sneaks in\n    assert train_subjects.isdisjoint(val_subjects), \"Subject leak detected!\"\n    return train_subjects, val_subjects\n<\/code><\/pre>\n<p><strong>\u0648\u06c1 \u062f\u0644\u06cc\u0644 \u0627\u06c1\u0645 \u06c1\u06d2\u06d4<\/strong> \u0627\u06af\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0645\u0646\u0637\u0642 \u0679\u0648\u0679 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0648 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u06af\u0645\u0631\u0627\u06c1 \u06a9\u0646 \u0645\u06cc\u0679\u0631\u06a9\u0633 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0632\u0648\u0631 \u0633\u06d2 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u06cc\u06d4<\/p>\n<h3 id=\"heading-decoding-masks-correctly\">\u0645\u0627\u0633\u06a9 \u06a9\u0648 \u0635\u062d\u06cc\u062d \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0688\u06cc \u06a9\u0648\u0688 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 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class=\"language-python\">import numpy as np\n\nPALETTE = np.array([\n    [0, 0, 0],\n    [100, 0, 100],\n    [255, 255, 255],\n    [0, 255, 0],\n    [255, 255, 0],\n    [0, 0, 255],\n    [255, 0, 0],\n    [255, 0, 255],\n    [0, 255, 255],\n], dtype=np.int32)\n\ndef decode_mask(mask_rgb):\n    h, w = mask_rgb.shape[:2]\n    flat = mask_rgb.reshape(-1, 3).astype(np.int32)\n    d2 = (\n        (flat[:, None, :] - PALETTE[None, :, :]) ** 2\n    ).sum(-1)\n    classes = d2.argmin(axis=1).astype(np.uint8)\n    return classes.reshape(h, w)\n<\/code><\/pre>\n<p>\u062a\u0631\u0628\u06cc\u062a \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u0686\u06be\u0627 \u062e\u06cc\u0627\u0644 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0635\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u06a9\u0626\u06cc \u0688\u06cc \u06a9\u0648\u0688 \u0634\u062f\u06c1 \u0645\u0627\u0633\u06a9 \u06a9\u0648 \u0628\u0635\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u06c1 \u063a\u0644\u0637 \u067e\u06cc\u0644\u06cc\u0679\u0633\u060c RGB\/BGR \u0686\u06cc\u0646\u0644 \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc\u060c \u0627\u0648\u0631 \u0646\u0645\u0648\u0646\u06d2 \u06a9\u0627 \u0633\u0627\u0626\u0632 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u06d2 \u062c\u06cc\u0633\u06d2 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u067e\u06a9\u0691\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0644\u06cc\u0628\u0644\u0632 \u06a9\u0648 \u062e\u0631\u0627\u0628 \u06a9\u0631 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u06a9\u06cc\u0691\u06d2 \u0634\u0627\u0630 \u0648 \u0646\u0627\u062f\u0631 \u06c1\u06cc \u063a\u0644\u0637\u06cc\u0627\u06ba \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0645\u0627\u0688\u0644 \u0635\u062d\u06cc\u062d \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0646\u0627\u06a9\u0627\u0645 \u0631\u06c1\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 &quot;<em>\u063a\u0644\u0637 \u0644\u06cc\u0628\u0644\u0646\u06af \u067e\u0631 \u062a\u0639\u0644\u06cc\u0645 \u06cc\u0627\u0641\u062a\u06c1\u06d4<\/em>&quot;\u06cc\u06c1 \u0628\u0627\u0644\u06a9\u0644 \u0648\u06cc\u0633\u0627 \u06c1\u06cc \u0644\u06af\u062a\u0627 \u06c1\u06d2&#8221;<em>\u0645\u0627\u0688\u0644 \u0688\u06cc\u0679\u0627 \u0646\u06c1\u06cc\u06ba \u0633\u06cc\u06a9\u06be \u0633\u06a9\u062a\u0627\u06d4<\/em>&quot;<\/p>\n<p>\u0627\u067e\u0646\u06d2 \u0645\u0627\u0633\u06a9 \u06a9\u0648 \u062c\u0644\u062f \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u062e\u062a\u0645 \u06c1\u0648\u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-loss-design-and-class-weighting\">\u0688\u06cc\u0632\u0627\u0626\u0646 \u0627\u0648\u0631 \u06a9\u0644\u0627\u0633 \u0648\u0632\u0646 \u0645\u06cc\u06ba \u06a9\u0645\u06cc<\/h3>\n<p>\u06c1\u0645 \u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0639\u06cc\u0627\u0631\u06cc MONAI \u0633\u06cc\u06af\u0645\u0646\u0679\u06cc\u0634\u0646 \u0646\u0642\u0635\u0627\u0646 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0642\u0635\u062f \u062c\u0627\u0631\u062d\u0627\u0646\u06c1 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0631\u0646\u0627 \u0646\u06c1\u06cc\u06ba \u062a\u06be\u0627\u060c \u0628\u0644\u06a9\u06c1 \u0627\u06cc\u06a9 \u0645\u0633\u062a\u062d\u06a9\u0645 \u0627\u0648\u0631 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u06cc\u0633 \u0644\u0627\u0626\u0646 \u0642\u0627\u0626\u0645 \u06a9\u0631\u0646\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<p>\u0630\u06cc\u0644 \u0645\u06cc\u06ba \u062a\u0631\u0628\u06cc\u062a\u06cc \u0648\u06a9\u0631 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u0627\u0686\u06be\u06cc \u0637\u0631\u062d \u0633\u06d2 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0646\u0642\u0635\u0627\u0646\u0627\u062a \u0645\u06cc\u06ba \u0645\u0633\u0644\u0633\u0644 \u06a9\u0645\u06cc \u0622\u0626\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0635\u062f\u06cc\u0642\u06cc \u0688\u0627\u0626\u0633 \u06c1\u0679\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u0633\u062a\u062d\u06a9\u0645 \u06c1\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u0646\u06d2 \u062e\u0631\u0627\u0628 \u062d\u062a\u0645\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u06cc \u0627\u06cc\u06a9 \u0628\u0691\u06cc \u0648\u062c\u06c1 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0635\u0644\u0627\u062d \u06a9\u06d2 \u0639\u062f\u0645 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u06a9\u0648 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u06cc\u06d4<\/p>\n<p>\u062a\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p><strong>\u0688\u0627\u0626\u0633 + \u06a9\u0631\u0627\u0633 \u0627\u06cc\u0646\u0679\u0631\u0648\u067e\u06cc \u06a9\u0627 \u0627\u0645\u062a\u0632\u0627\u062c:<\/strong> \u06a9\u0631\u0627\u0633 \u0627\u06cc\u0646\u0679\u0631\u0648\u067e\u06cc \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u0633\u062a\u062d\u06a9\u0645 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u0648 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u0688\u0627\u0626\u0633 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0627\u0686\u06be\u06d2 \u0627\u06cc\u0631\u06cc\u0627 \u0627\u0633\u0679\u06cc\u06a9 \u06a9\u0648 \u0627\u0646\u0639\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0648\u06c1 \u0627\u06cc\u06a9 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0648\u0627\u0632\u0646 \u0631\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><code>include_background=False<\/code> <strong>\u0628\u0627\u0626\u0646\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0648\u0627\u062d\u062f \u0639\u0636\u0648 \u06a9\u06d2 \u06a9\u0627\u0645 \u0645\u06cc\u06ba\u060c \u067e\u0633 \u0645\u0646\u0638\u0631 \u067e\u06a9\u0633\u0644\u0632 \u06a9\u0627 85-90% \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u06d2 \u0646\u0642\u0635\u0627\u0646 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0634\u0645\u0627\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u0627\u0646 \u0627\u062f\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u06af\u0646\u0644 \u06a9\u06be\u0648 \u062f\u06cc\u06ba \u06af\u06d2 \u062c\u0646 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u06cc \u062f\u0644\u0686\u0633\u067e\u06cc \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u0633\u06d2 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0646\u0627 \u0628\u06c1\u062a\u0631 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u062b\u06cc\u0631 \u0637\u0628\u0642\u0627\u062a\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0644\u0627\u0633 \u0648\u0632\u0646:<\/strong> \u0628\u06c1\u062a \u0645\u062e\u062a\u0644\u0641 \u0633\u0627\u0626\u0632 \u06a9\u06d2 \u0627\u0639\u0636\u0627\u0621 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0628\u063a\u06cc\u0631 \u0648\u0632\u0646 \u06a9\u06d2 \u0646\u0642\u0635\u0627\u0646 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0686\u06be\u0648\u0679\u06d2 \u0627\u0648\u0631 \u0646\u0627\u06cc\u0627\u0628 \u0627\u0639\u0636\u0627\u0621 \u06a9\u0648 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0628\u06be\u06cc \u0627\u0686\u06be\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0646\u0627\u06cc\u0627\u0628 \u062f\u0631\u062c\u06d2 \u06a9\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0632\u0646 \u062f\u06cc\u0646\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0631\u062f\u0639\u0645\u0644 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-step-2-the-model-still-struggled\">\u0645\u0631\u062d\u0644\u06c1 2: \u0645\u0627\u0688\u0644 \u0627\u0628 \u0628\u06be\u06cc \u062c\u062f\u0648\u062c\u06c1\u062f \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/h2>\n<p>\u067e\u06c1\u0644\u0627 \u062a\u062c\u0631\u0628\u06c1 \u062c\u06af\u0631 \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u067e\u0631 \u0645\u0631\u06a9\u0648\u0632 \u062a\u06be\u0627\u060c \u06c1\u0645\u0627\u0631\u06d2 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u0645\u06cc\u06ba \u0648\u0627\u062d\u062f \u0648\u0627\u062d\u062f \u0639\u0636\u0648 \u06a9\u0627 \u06a9\u0627\u0645\u06d4<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0679\u06cc\u0633\u0679 \u0633\u06cc\u0679<\/th>\n<th>\u062c\u06af\u0631 \u06a9\u0627 \u0646\u0631\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0635\u0646\u0648\u0639\u06cc \u0679\u06cc\u0633\u0679 \u0633\u06cc\u0679<\/td>\n<td>~0.68<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0635\u0644\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0648\u0646\u06a9 \u0679\u06cc\u0633\u0679 \u0633\u06cc\u0679<\/td>\n<td>~0.48<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0688\u0627\u0626\u0633 \u0627\u0633\u06a9\u0648\u0631\u0632 0 (\u06a9\u0648\u0626\u06cc \u0627\u0648\u0648\u0631\u0644\u06cc\u067e \u0646\u06c1\u06cc\u06ba) \u0633\u06d2 1 (\u06a9\u0627\u0645\u0644 \u0627\u0648\u0648\u0631\u0644\u06cc\u067e) \u062a\u06a9 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0642\u0627\u0628\u0644\u06cc\u062a \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2\u060c \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc\u0627\u06ba \u0627\u06a9\u062b\u0631 \u062c\u06af\u0631 \u06a9\u06d2 \u06a9\u06be\u0631\u062f\u0631\u06d2 \u0639\u0644\u0627\u0642\u0648\u06ba \u06a9\u0648 \u067e\u06a9\u0691\u062a\u06cc \u06c1\u06cc\u06ba \u0644\u06cc\u06a9\u0646 \u0627\u0635\u0644 \u0627\u0633\u06a9\u06cc\u0646\u0648\u06ba \u0645\u06cc\u06ba \u062d\u062f \u0628\u0646\u062f\u06cc \u0627\u0648\u0631 \u06c1\u0645 \u0622\u06c1\u0646\u06af \u06c1\u0648\u0646\u06d2 \u0645\u06cc\u06ba \u0646\u0627\u06a9\u0627\u0645 \u0631\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0627\u06c1\u0645:<\/p>\n<p>\u0627\u0633 \u0645\u0648\u0642\u0639 \u067e\u0631\u060c \u062f\u0648 \u0648\u0636\u0627\u062d\u062a\u06cc\u06ba \u0645\u0645\u06a9\u0646 \u062a\u06be\u06cc\u06ba\u06d4<\/p>\n<ol>\n<li>\n<p>\u0645\u0627\u0688\u0644 \u06cc\u0627 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u062e\u0627\u0645\u06cc \u062a\u06be\u06cc\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u06c1\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631 \u0631\u06c1\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u0628 \u062c\u0628 \u06a9\u06c1 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u06a9\u06cc \u0627\u062d\u062a\u06cc\u0627\u0637 \u0633\u06d2 \u062a\u0635\u062f\u06cc\u0642 \u06c1\u0648 \u0686\u06a9\u06cc \u06c1\u06d2\u060c \u062f\u0648\u0633\u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0633\u0646\u062c\u06cc\u062f\u06af\u06cc \u0633\u06d2 \u062a\u0641\u062a\u06cc\u0634 \u06a9\u06d2 \u0644\u0627\u0626\u0642 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1\u06cc\u06ba \u0633\u06d2 \u0627\u0635\u0644 \u0633\u0628\u0642 \u0634\u0631\u0648\u0639 \u06c1\u0648\u0627\u06d4<\/p>\n<h2 id=\"heading-step-3-interrogating-the-dataset\">\u0645\u0631\u062d\u0644\u06c1 3: \u0627\u067e\u0646\u06d2 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u06a9\u06cc \u0686\u06be\u0627\u0646 \u0628\u06cc\u0646 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u0645\u0633\u0644\u0633\u0644 \u0679\u06cc\u0648\u0646\u0646\u06af \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0627\u06cc\u06a9 \u0646\u062a\u06cc\u062c\u06c1 \u062e\u06cc\u0632 \u0639\u0645\u0644 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u067e\u0631 \u062a\u0634\u062e\u06cc\u0635\u06cc \u0644\u06cc\u0646\u0633 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u06cc\u0646 \u0622\u0633\u0627\u0646 \u0679\u06cc\u0633\u0679\u0648\u06ba \u0633\u06d2 \u0627\u0635\u0644 \u0645\u0633\u0626\u0644\u06c1 \u0633\u0627\u0645\u0646\u06d2 \u0622\u06cc\u0627\u06d4 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0631\u0628\u06cc\u062a \u06cc\u0627 \u0645\u06c1\u0646\u06af\u06d2 \u062a\u062c\u0631\u0628\u0627\u062a \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u062a\u06be\u06cc\u06d4<\/p>\n<h3 id=\"heading-diagnostic-1-what-does-the-dataset-actually-contain\">\u062a\u0634\u062e\u06cc\u0635\u06cc 1: \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u0645\u06cc\u06ba \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u061f<\/h3>\n<p>\u067e\u06c1\u0644\u0627 \u0642\u062f\u0645 \u0635\u0631\u0641 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u06a9\u0648 \u06a9\u06be\u06cc\u0646\u0686\u0646\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1780230430_904_\u0688\u06cc\u067e-\u0644\u0631\u0646\u0646\u06af-\u0645\u0627\u0688\u0644\u0632-\u06a9\u06cc\u0648\u06ba-\u0646\u06c1\u06cc\u06ba-\u0633\u06cc\u06a9\u06be-\u0631\u06c1\u06d2-\u06c1\u06cc\u06ba-\u0645\u06cc\u0688\u06cc\u06a9\u0644-\u0627\u0645\u06cc\u062c\u0646\u06af.png\" alt=\"\u0628\u0627\u0631 \u0686\u0627\u0631\u0679 \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0633\u06cc\u06af\u0645\u0646\u0679\u06cc\u0634\u0646 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u06a9\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u062f\u06a9\u06be\u0627 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u0645\u06cc\u06ba 926 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c 60 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u0627\u0635\u0644\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0627\u0648\u0631 557 \u0628\u063a\u06cc\u0631 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u06a9\u0644 1,543 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06cc\u06ba\u06d4 \u0644\u06cc\u0628\u0644 \u0644\u06af\u0627 \u0627\u0635\u0644\u06cc \u0688\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u06a9\u06d2 \u0635\u0631\u0641 3.9% \u06a9\u06cc \u0646\u0645\u0627\u0626\u0646\u062f\u06af\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>926 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u062c\u0627\u0645\u0639 \u062a\u0635\u0627\u0648\u06cc\u0631<\/strong> (\u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u0627\u0639\u062f\u0627\u062f \u0648 \u0634\u0645\u0627\u0631 \u06a9\u06cc \u0628\u0691\u06cc \u0645\u0642\u062f\u0627\u0631)<\/p>\n<\/li>\n<li>\n<p><strong>\u0635\u0631\u0641 60 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u0627\u0635\u0644\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631<\/strong> &#8211; \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u06a9\u0627 4% \u0633\u06d2 \u06a9\u0645<\/p>\n<\/li>\n<li>\n<p><strong>557 \u0627\u0635\u0644\u06cc\u060c \u0628\u063a\u06cc\u0631 \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631<\/strong> \u2014 \u0627\u06af\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0688\u06cc\u0679\u0627 \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u067e\u0631 \u06a9\u0648\u0626\u06cc \u0644\u06cc\u0628\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0633\u06d2 \u0632\u06cc\u0631 \u0646\u06af\u0631\u0627\u0646\u06cc \u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u0633 \u0633\u06d2 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u06a9\u06cc \u062a\u0634\u0631\u06cc\u062d \u0641\u0648\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0628\u062f\u0644 \u06af\u0626\u06cc\u06d4<\/p>\n<p>\u0627\u06af\u0631\u0686\u06c1 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0633\u06d2 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0627\u0633\u06a9\u06cc\u0646 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0644\u06cc\u0628\u0644 \u0644\u06af\u0627 \u06c1\u0648\u0627 \u062a\u0631\u0628\u06cc\u062a\u06cc \u0688\u06cc\u0679\u0627 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062a\u0645\u0627\u0645 \u0645\u0635\u0646\u0648\u0639\u06cc \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u0627\u0688\u0644 \u06a9\u0648 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u067e\u0631 \u0645\u0624\u062b\u0631 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc \u06af\u0626\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0648\u0642\u0639 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0648\u06c1 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u06a9\u0648 \u0639\u0627\u0645 \u06a9\u0631\u06d2 \u06af\u0627\u06d4<\/p>\n<p>\u06cc\u06c1 \u0634\u0631\u0648\u0639 \u0633\u06d2 \u06c1\u06cc \u0627\u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0645\u0646\u062a\u0642\u0644\u06cc \u06a9\u0627 \u0645\u0633\u0626\u0644\u06c1 \u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u0627\u0628\u0646\u062f\u06cc\u0627\u06ba \u0622\u0633\u0627\u0646 \u06c1\u06cc\u06ba\u06d4 \u0686\u0648\u0646\u06a9\u06c1 \u0627\u0635\u0644\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0644\u06cc\u0628\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0632\u06cc\u0631 \u0646\u06af\u0631\u0627\u0646\u06cc \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u06a9\u0645 \u062d\u0642\u06cc\u0642\u06cc \u0688\u06cc\u0679\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u06a9\u0644\u0627\u0633:<\/strong> \u062a\u0631\u0628\u06cc\u062a \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u067e\u0646\u06d2 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u06a9\u0648 \u0686\u0627\u0631\u0679 \u06a9\u0631\u06cc\u06ba\u06d4 \u0633\u0631\u062e\u06cc \u0648\u0627\u0644\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u06cc \u06af\u0646\u062a\u06cc \u06af\u0645\u0631\u0627\u06c1 \u06a9\u0646 \u06c1\u0648 \u0633\u06a9\u062a\u06cc \u06c1\u06d2\u06d4 &quot;1,500 \u0627\u0645\u06cc\u062c\u0632&#8221; \u0627\u0633 \u0648\u0642\u062a \u062a\u06a9 \u0628\u06c1\u062a \u0627\u0686\u06be\u06cc \u0644\u06af\u062a\u06cc \u06c1\u06cc\u06ba \u062c\u0628 \u062a\u06a9 \u06a9\u06c1 \u0622\u067e \u06cc\u06c1 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06c1 \u06a9\u0631 \u0644\u06cc\u06ba \u06a9\u06c1 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u0628\u06c1\u062a \u06c1\u06cc \u0686\u06be\u0648\u0679\u06d2 \u062d\u0635\u06d2 \u067e\u0631 \u0679\u0627\u0631\u06af\u0679 \u0688\u0648\u0645\u06cc\u0646 \u06a9\u06cc \u0645\u062b\u0627\u0644\u0648\u06ba \u06a9\u0627 \u0644\u06cc\u0628\u0644 \u0644\u06af\u0627 \u06c1\u0648\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-diagnostic-2-do-synthetic-and-real-images-look-similar\">\u062a\u0634\u062e\u06cc\u0635 2: \u06a9\u06cc\u0627 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u06cc\u06a9 \u062c\u06cc\u0633\u06cc \u0646\u0638\u0631 \u0622\u062a\u06cc \u06c1\u06cc\u06ba\u061f<\/h3>\n<p>\u0627\u06af\u0644\u0627 \u0633\u0648\u0627\u0644 \u06cc\u06c1 \u062a\u06be\u0627 \u06a9\u06c1 \u06a9\u06cc\u0627 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631\u062d\u0642\u06cc\u0642\u062a \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u06cc \u0628\u0635\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0634\u062f\u062a \u06a9\u06d2 \u06c1\u0633\u0679\u0648\u06af\u0631\u0627\u0645 \u06a9\u06cc \u0645\u0646\u0635\u0648\u0628\u06c1 \u0628\u0646\u062f\u06cc \u0633\u06d2 \u0648\u0627\u0636\u062d \u062a\u0636\u0627\u062f \u0633\u0627\u0645\u0646\u06d2 \u0622\u06cc\u0627\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1780230430_399_\u0688\u06cc\u067e-\u0644\u0631\u0646\u0646\u06af-\u0645\u0627\u0688\u0644\u0632-\u06a9\u06cc\u0648\u06ba-\u0646\u06c1\u06cc\u06ba-\u0633\u06cc\u06a9\u06be-\u0631\u06c1\u06d2-\u06c1\u06cc\u06ba-\u0645\u06cc\u0688\u06cc\u06a9\u0644-\u0627\u0645\u06cc\u062c\u0646\u06af.png\" alt=\"\u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u067e\u06a9\u0633\u0644 \u06a9\u06cc \u0634\u062f\u062a \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 \u06c1\u0633\u0679\u0648\u06af\u0631\u0627\u0645\u06d4 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0645 \u0634\u062f\u062a \u0648\u0627\u0644\u06cc \u0627\u0642\u062f\u0627\u0631 \u06a9\u06d2 \u06af\u0631\u062f \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0644\u0633\u0679\u0631 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0628 \u06a9\u06c1 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0633\u0637 \u0631\u06cc\u0646\u062c \u06a9\u06cc \u0648\u0633\u06cc\u0639 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0648 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0639\u062f\u0627\u062f \u0648 \u0634\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u06d2 \u0627\u0639\u062f\u0627\u062f\u0648\u0634\u0645\u0627\u0631 \u06a9\u06cc \u0628\u06be\u06cc \u0627\u0637\u0644\u0627\u0639 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0628\u0634\u0645\u0648\u0644 \u0648\u0633\u0637 \u06a9\u06cc \u0634\u062f\u062a\u060c \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0646\u062d\u0631\u0627\u0641\u060c \u0627\u0648\u0631 \u062f\u0648\u0646\u0648\u06ba \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u06cc\u0635\u062f \u06a9\u06cc \u062d\u062f\u06d4\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0645\u06cc\u0644\u06cc\u0679\u0631 \u0646\u06d2 \u062c\u0633\u0645\u0627\u0646\u06cc \u062c\u06cc\u0648\u0645\u06cc\u0679\u0631\u06cc \u06a9\u0648 \u0645\u0639\u0642\u0648\u0644 \u062d\u062f \u062a\u06a9 \u06af\u0631\u0641\u062a \u0645\u06cc\u06ba \u0644\u06cc\u0627 \u0644\u06cc\u06a9\u0646 \u0627\u0635\u0644\u06cc \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u06a9\u06cc \u0633\u0627\u062e\u062a \u0627\u0648\u0631 \u0634\u0648\u0631 \u06a9\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u067e\u06cc\u0634 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u06a9\u0644\u0627\u0633\u06a9 \u06c1\u06d2 <strong>\u0645\u0635\u0646\u0648\u0639\u06cc-\u062d\u0642\u06cc\u0642\u06cc \u0688\u0648\u0645\u06cc\u0646 \u06af\u06cc\u067e\u06d4<\/strong><\/p>\n<p>\u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0628\u0646\u0627\u0626\u06d2 \u06af\u0626\u06d2 \u0641\u06cc\u0686\u0631\u0632 \u06a9\u0648 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0645\u0627\u0688\u0644 \u0646\u06d2 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0646\u0645\u0627\u06cc\u0627\u06ba \u0637\u0648\u0631 \u067e\u0631 \u0645\u062e\u062a\u0644\u0641 \u0688\u0633\u0679\u0631\u06cc \u0628\u06cc\u0648\u0634\u0646\u0632 \u06a9\u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u06cc\u0627\u06d4 \u0645\u0646\u062a\u0642\u0644\u06cc \u06a9\u06cc \u062e\u0631\u0627\u0628 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u062d\u06cc\u0631\u0627\u0646 \u06a9\u0646 \u06c1\u0648\u0646\u06d2 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u0645\u062a\u0648\u0642\u0639 \u062a\u06be\u06cc\u06d4<\/p>\n<p><strong>\u06a9\u0644\u0627\u0633:<\/strong> \u06c1\u0645 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u062a\u0631\u0628\u06cc\u062a \u0627\u0648\u0631 \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u0645\u062e\u062a\u0644\u0641 \u0688\u0648\u0645\u06cc\u0646\u0632 \u0645\u06cc\u06ba \u06c1\u0648\u062a\u06cc \u06c1\u06d2: \u0645\u0635\u0646\u0648\u0639\u06cc \u2192 \u0627\u0635\u0644\u06cc\u060c \u0627\u0633\u06a9\u06cc\u0646\u0631 A \u2192 \u0627\u0633\u06a9\u06cc\u0646\u0631 B\u060c \u06c1\u0633\u067e\u062a\u0627\u0644 A \u2192 \u06c1\u0633\u067e\u062a\u0627\u0644 B\u060c \u0648\u063a\u06cc\u0631\u06c1\u06d4 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u06c1\u0633\u0679\u0648\u06af\u0631\u0627\u0645 \u0645\u0648\u0627\u0632\u0646\u06c1 \u0645\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0627\u06c1\u0645 \u0645\u0633\u0627\u0626\u0644 \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u06cc \u0645\u062f\u062f \u06a9\u0631\u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-diagnostic-3-can-the-gap-be-fixed-by-adding-real-data\">\u062a\u0634\u062e\u06cc\u0635\u06cc 3: \u06a9\u06cc\u0627 \u062d\u0642\u06cc\u0642\u06cc \u0688\u06cc\u0679\u0627 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u062e\u0644\u0627 \u06a9\u0648 \u067e\u0648\u0631\u0627 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u061f<\/h3>\n<p>\u06cc\u06c1\u0627\u06ba \u06a9\u0686\u06be \u062e\u06cc\u0627\u0644\u0627\u062a \u06c1\u06cc\u06ba: \u0627\u06af\u0631 \u06c1\u0645 \u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0627\u0635\u0644\u06cc \u0644\u06cc\u0628\u0644 \u0648\u0627\u0644\u06d2 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba \u062a\u0648 \u06a9\u06cc\u0627 \u06c1\u0648\u06af\u0627\u061f<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u0627\u0633 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u0648 \u0644\u0627\u06af\u0648 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u06cc\u06c1 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u0646\u0627 \u0627\u0686\u06be\u0627 \u062e\u06cc\u0627\u0644 \u06c1\u0648\u06af\u0627 \u06a9\u06c1 \u06a9\u062a\u0646\u06d2 \u0627\u0646\u0641\u0631\u0627\u062f\u06cc \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u06d2 \u067e\u0627\u0633 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u0644\u06cc\u0628\u0644 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-plaintext\">Labeled real images: 60\nDistinct subjects (labeled real): 4\n\nFrames per subject:\n  subject h: 26\n  subject a: 16\n  subject g: 10\n  subject b: 8\n<\/code><\/pre>\n<p>\u0635\u0631\u0641 <strong>\u06c1\u0627\u06ba<\/strong> \u0645\u0631\u06cc\u0636<\/p>\n<p>\u0646\u062a\u06cc\u062c\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06c1\u0648\u06af\u0626\u06cc \u06c1\u06d2.<\/p>\n<p>\u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0646\u06af \u06a9\u06cc \u0645\u0646\u0627\u0633\u0628 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u0645\u0637\u0627\u0644\u0639\u06c1\/\u0679\u06cc\u0633\u0679 \u0627\u0633\u067e\u0644\u0679 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u062a\u0627\u06c1\u0645\u060c \u0627\u06af\u0631 \u0635\u0631\u0641 \u0686\u0627\u0631 \u0645\u0631\u06cc\u0636 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u062a\u0645\u0627\u0645 \u0627\u0646\u062f\u0627\u0632\u06d2 \u0634\u0645\u0627\u0631\u06cc\u0627\u062a\u06cc \u0637\u0648\u0631 \u067e\u0631 \u063a\u06cc\u0631 \u0645\u0633\u062a\u062d\u06a9\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>2-3 \u0645\u0631\u06cc\u0636\u0648\u06ba \u067e\u0631 \u062a\u0631\u0628\u06cc\u062a \u0627\u0648\u0631 1-2 \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u06cc \u062c\u0627\u0646\u0686 \u0628\u06c1\u062a \u0646\u0627\u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u06cc\u0679\u0631\u06a9\u0633 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0633 \u067e\u0631 \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u0648 \u062e\u0627\u0631\u062c \u06a9\u0631 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0648\u0642\u062a\u060c \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06d2 \u062c\u0627\u0626\u0632\u0648\u06ba \u06a9\u06cc \u062d\u0645\u0627\u06cc\u062a \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<p><strong>\u06a9\u0644\u0627\u0633:<\/strong> \u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0645\u06cc\u06ba\u060c \u062d\u0633\u0627\u0628 \u06a9\u062a\u0627\u0628 \u0645\u0648\u0636\u0648\u0639 \u067e\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0635\u0648\u06cc\u0631 \u067e\u0631 \u0646\u06c1\u06cc\u06ba\u06d4 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u06a9\u06d2 \u0627\u0635\u0644 \u0633\u0627\u0626\u0632 \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u0622\u0632\u0627\u062f \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u0633\u06d2 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u0633\u06d2 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-step-4-knowing-when-to-stop\">\u0645\u0631\u062d\u0644\u06c1 4: \u06cc\u06c1 \u062c\u0627\u0646\u0646\u0627 \u06a9\u06c1 \u06a9\u0628 \u0631\u06a9\u0646\u0627 \u06c1\u06d2\u06d4<\/h2>\n<p>\u0627\u0633 \u0645\u0642\u0627\u0645 \u067e\u0631 \u0645\u0632\u06cc\u062f \u0679\u06cc\u0648\u0646\u0646\u06af \u06a9\u0627 \u06a9\u0648\u0626\u06cc \u0645\u0637\u0644\u0628 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0631\u06a9\u0627\u0648\u0679 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