diff --git a/assignment_0_3_correspondences_template/imagefiltering.ipynb b/assignment_0_3_correspondences_template/imagefiltering.ipynb
index 33861ac98cc7055087ad54825509bfcac7a194b7..4148f9ba741f3b888a0c9b2e001a67e1adb5144b 100644
--- a/assignment_0_3_correspondences_template/imagefiltering.ipynb
+++ b/assignment_0_3_correspondences_template/imagefiltering.ipynb
@@ -55,7 +55,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -92,7 +92,7 @@
    "outputs": [
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -136,7 +136,7 @@
    "outputs": [
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -148,7 +148,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -197,7 +197,7 @@
    "outputs": [
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -209,7 +209,7 @@
     },
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -264,7 +264,7 @@
     },
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -276,7 +276,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -343,7 +343,7 @@
     },
     {
      "data": {
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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -355,7 +355,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -456,7 +456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -477,13 +477,12 @@
       "\n",
       "        [[1., 0., 0.],\n",
       "         [0., 1., 0.],\n",
-      "         [0., 0., 1.]]])\n",
-      "patches.shape = torch.Size([4, 3, 32, 32])\n"
+      "         [0., 0., 1.]]])\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -492,28 +491,22 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "from imagefiltering import extract_affine_patches, affine\n",
+    "from imagefiltering import affine\n",
     "import cv2\n",
     "img1 = cv2.imread('graffiti.ppm')\n",
     "\n",
-    "timg1 = kornia.image_to_tensor(img1, False).float()\n",
+    "def visualize_A(img, A, **kwargs):\n",
+    "    from kornia_moons.feature import visualize_LAF\n",
+    "    from kornia.feature import scale_laf\n",
+    "    LAF = scale_laf(A[None][:,:,:2], 2.0)\n",
+    "    visualize_LAF(img, LAF, **kwargs)\n",
+    "    return\n",
+    "\n",
+    "timg1 = kornia.image_to_tensor(img1, False).float() / 255.\n",
     "timg1 = kornia.color.bgr_to_rgb(timg1)\n",
-    "imshow_torch(timg1/255.)\n",
     "\n",
     "patch_centers = torch.tensor([[300., 200.], [400., 300], [600,600], [100,100]])\n",
     "patch_unitx = torch.tensor([[350., 210.], [450., 300], [650,600], [150,150]])\n",
@@ -521,13 +514,7 @@
     "\n",
     "A = affine(patch_centers, patch_unitx, patch_unity)\n",
     "print (f'A = {A}')\n",
-    "patches = extract_affine_patches(timg1,\n",
-    "                                 A, \n",
-    "                                 torch.zeros(A.size(0)).long(),\n",
-    "                                 32, 1.0)\n",
-    "\n",
-    "print (f'patches.shape = {patches.shape}')\n",
-    "imshow_torch_channels(patches/255., 0)"
+    "visualize_A(timg1, A, color = 'blue')"
    ]
   },
   {
@@ -537,13 +524,19 @@
     "## Reference example\n",
     "\n",
     "```python\n",
-    "from lab0_reference.imagefiltering import extract_affine_patches, affine\n",
+    "from imagefiltering import extract_affine_patches, affine\n",
     "import cv2\n",
     "img1 = cv2.imread('graffiti.ppm')\n",
     "\n",
-    "timg1 = kornia.image_to_tensor(img1, False)\n",
+    "def visualize_A(img, A, **kwargs):\n",
+    "    from kornia_moons.feature import visualize_LAF\n",
+    "    from kornia.feature import scale_laf\n",
+    "    LAF = scale_laf(A[None][:,:,:2], 2.0)\n",
+    "    visualize_LAF(img, LAF, **kwargs)\n",
+    "    return\n",
+    "\n",
+    "timg1 = kornia.image_to_tensor(img1, False).float() / 255.\n",
     "timg1 = kornia.color.bgr_to_rgb(timg1)\n",
-    "imshow_torch(timg1/255.)\n",
     "\n",
     "patch_centers = torch.tensor([[300., 200.], [400., 300], [600,600], [100,100]])\n",
     "patch_unitx = torch.tensor([[350., 210.], [450., 300], [650,600], [150,150]])\n",
@@ -551,50 +544,129 @@
     "\n",
     "A = affine(patch_centers, patch_unitx, patch_unity)\n",
     "print (f'A = {A}')\n",
-    "\n",
-    "patches = extract_affine_patches(timg1, A.unsqueeze(0), torch.zeros(A.size(0)).long(), 32, 1.0)\n",
-    "print (f'patches.shape = {patches.shape}')\n",
-    "imshow_torch_channels(patches/255., 0)\n",
+    "visualize_A(timg1, A, color = 'blue')\n",
     "```\n",
     "\n",
     "    A = tensor([[[ 50., -30., 300.],\n",
-    "             [ 10., -50., 200.],\n",
-    "             [  0.,   0.,   1.]],\n",
+    "         [ 10., -50., 200.],\n",
+    "         [  0.,   0.,   1.]],\n",
+    "\n",
+    "        [[ 50.,   0., 400.],\n",
+    "         [  0.,  60., 300.],\n",
+    "         [  0.,   0.,   1.]],\n",
     "\n",
-    "            [[ 50.,   0., 400.],\n",
-    "             [  0.,  60., 300.],\n",
-    "             [  0.,   0.,   1.]],\n",
+    "        [[ 50.,   0., 600.],\n",
+    "         [  0.,  50., 600.],\n",
+    "         [  0.,   0.,   1.]],\n",
     "\n",
-    "            [[ 50.,   0., 600.],\n",
-    "             [  0.,  50., 600.],\n",
-    "             [  0.,   0.,   1.]],\n",
+    "        [[ 50., -50., 100.],\n",
+    "         [ 50.,  50., 100.],\n",
+    "         [  0.,   0.,   1.]]])\n",
     "\n",
-    "            [[ 50., -50., 100.],\n",
-    "             [ 50.,  50., 100.],\n",
-    "             [  0.,   0.,   1.]]])\n",
     "    patches.shape = torch.Size([4, 3, 32, 32])\n",
-    "![image.png](imagefiltering_files/att_00008.png)"
+    "\n",
+    "\n",
+    "![image.png](imagefiltering_files/lafs.png)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "`extract_affine_patches` is function, which you should implement. `extract_antializased_affine_patches` is the function, which calls your function on the appropriate level of the scale pyramid, in order to perform basic level of [anti-aliasing](https://en.wikipedia.org/wiki/Anti-aliasing_filter). \n",
+    "See in detail in post \"[Patch extraction: devil in details](https://ducha-aiki.github.io/wide-baseline-stereo-blog/2020/07/22/patch-extraction.html)\"\n",
+    "\n",
+    "It is recommended to use `extract_antializased_affine_patches` in the tournames and in general to remember about aliasing effects in practice."
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "patches.shape = torch.Size([4, 3, 32, 32])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x360 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x360 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from imagefiltering import extract_affine_patches, extract_antializased_affine_patches\n",
+    "\n",
+    "patches = extract_affine_patches(timg1,\n",
+    "                                 A, \n",
+    "                                 torch.zeros(A.size(0)).long(),\n",
+    "                                 32, 1.0)\n",
+    "\n",
+    "print (f'patches.shape = {patches.shape}')\n",
+    "imshow_torch_channels(patches, 0)\n",
+    "\n",
+    "patches_AA = extract_antializased_affine_patches(timg1,\n",
+    "                                 A, \n",
+    "                                 torch.zeros(A.size(0)).long(),\n",
+    "                                 32, 1.0)\n",
+    "imshow_torch_channels(patches_AA, 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reference example\n",
+    "\n",
+    "```python\n",
+    "from imagefiltering import extract_affine_patches, extract_antializased_affine_patches\n",
+    "\n",
+    "patches = extract_affine_patches(timg1,\n",
+    "                                 A, \n",
+    "                                 torch.zeros(A.size(0)).long(),\n",
+    "                                 32, 1.0)\n",
+    "\n",
+    "print (f'patches.shape = {patches.shape}')\n",
+    "imshow_torch_channels(patches, 0)\n",
+    "\n",
+    "patches_AA = extract_antializased_affine_patches(timg1,\n",
+    "                                 A, \n",
+    "                                 torch.zeros(A.size(0)).long(),\n",
+    "                                 32, 1.0)\n",
+    "imshow_torch_channels(patches_AA, 0)\n",
+    "```\n",
+    "\n",
+    "![image.png](imagefiltering_files/patches.png)\n",
+    "![image.png](imagefiltering_files/patches_AA.png)"
+   ]
   }
  ],
  "metadata": {
   "celltoolbar": "Edit Metadata",
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/assignment_0_3_correspondences_template/imagefiltering.py b/assignment_0_3_correspondences_template/imagefiltering.py
index 5edc7ba9e06b22b75c1ce705d073b4fa5c377b83..6325ff68b19b641113af133ac049695f6561a7ad 100644
--- a/assignment_0_3_correspondences_template/imagefiltering.py
+++ b/assignment_0_3_correspondences_template/imagefiltering.py
@@ -139,3 +139,46 @@ def extract_affine_patches(input: torch.Tensor,
     out =  torch.zeros(num_patches, ch, PS, PS)
     return out
 
+
+def extract_antializased_affine_patches(input: torch.Tensor,
+                           A: torch.Tensor,
+                           img_idxs: torch.Tensor,
+                           PS: int = 32,
+                           ext: float = 6.0):
+    """Extract patches defined by affine transformations A from scale pyramid created image tensor X.
+    It runs your implementation of the `extract_affine_patches` function, so it would not work w/o it.
+    
+    Args:
+        input: (torch.Tensor) images, :math:`(B, CH, H, W)`
+        A: (torch.Tensor). :math:`(N, 3, 3)`
+        img_idxs: (torch.Tensor). :math:`(N, 1)` indexes of image in batch, where patch belongs to
+        PS: (int) output patch size in pixels, default = 32
+        ext (float): output patch size in unit vectors. 
+
+    Returns:
+        patches: (torch.Tensor) :math:`(N, CH, PS,PS)`
+    """
+    import kornia
+    b,ch,h,w = input.size()
+    num_patches = A.size(0)
+    scale = (kornia.feature.get_laf_scale(ext * A.unsqueeze(0)[:,:,:2,:]) / float(PS))[0]
+    half: float = 0.5
+    pyr_idx = (scale.log2()).relu().long()
+    cur_img = input
+    cur_pyr_level = 0
+    out = torch.zeros(num_patches, ch, PS, PS).to(device=A.device, dtype=A.dtype)
+    while min(cur_img.size(2), cur_img.size(3)) >= PS:
+        _, ch_cur, h_cur, w_cur = cur_img.size()
+        scale_mask = (pyr_idx == cur_pyr_level).squeeze()
+        if (scale_mask.float().sum()) >= 0:
+            scale_mask = (scale_mask > 0).view(-1)
+            current_A = A[scale_mask]
+            current_A[:, :2, :3] *= (float(h_cur)/float(h))
+            patches = extract_affine_patches(cur_img,
+                                 current_A, 
+                                 img_idxs[scale_mask],
+                                 PS, ext)
+            out.masked_scatter_(scale_mask.view(-1, 1, 1, 1), patches)
+        cur_img = kornia.geometry.pyrdown(cur_img)
+        cur_pyr_level += 1
+    return out
diff --git a/assignment_0_3_correspondences_template/imagefiltering_files/lafs.png b/assignment_0_3_correspondences_template/imagefiltering_files/lafs.png
new file mode 100644
index 0000000000000000000000000000000000000000..67fe7648d93e5312821df2394500dc509360e97e
Binary files /dev/null and b/assignment_0_3_correspondences_template/imagefiltering_files/lafs.png differ
diff --git a/assignment_0_3_correspondences_template/imagefiltering_files/patches.png b/assignment_0_3_correspondences_template/imagefiltering_files/patches.png
new file mode 100644
index 0000000000000000000000000000000000000000..c32a1c59e507342ee4baf2c374ea710596144244
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diff --git a/assignment_0_3_correspondences_template/imagefiltering_files/patches_AA.png b/assignment_0_3_correspondences_template/imagefiltering_files/patches_AA.png
new file mode 100644
index 0000000000000000000000000000000000000000..4fff6f881715b0fb9d53ce68df2a2950fb2476ae
Binary files /dev/null and b/assignment_0_3_correspondences_template/imagefiltering_files/patches_AA.png differ