diff --git a/latent.ipynb b/latent.ipynb
index f691d4e..39e71b4 100644
--- a/latent.ipynb
+++ b/latent.ipynb
@@ -1654,6 +1654,49 @@
         "  print(\"Downloaded as custom_settings.cfg\")"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Super Resolution with SwinIR"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# SUPER RESOLUTION\n",
+        "\n",
+        "%cd /content\n",
+        "!git clone https://github.com/voodoohop/SwinIR\n",
+        "%cd /content/SwinIR\n",
+        "!wget -c \"https://github.com/JingyunLiang/SwinIR/releases/download/v0.0/003_realSR_BSRGAN_DFO_s64w8_SwinIR-M_x4_GAN.pth\" -P experiments/pretrained_models\n",
+        "\n",
+        "!pip install timm\n",
+        "!sudo apt install imagemagick\n",
+        "\n",
+        "from predict import Predictor\n",
+        "p = Predictor()\n",
+        "p.setup()\n",
+        "\n",
+        "from glob import glob\n",
+        "from tqdm import tqdm\n",
+        "\n",
+        "images = glob(f\"{outputs_path}/*.jpg\") + glob(f\"{outputs_path}/*.png\") + glob(f\"{outputs_path}/*.jpeg\")\n",
+        "images = list(sorted(images))\n",
+        "\n",
+        "tmp_output = \"/tmp/sr_output\"\n",
+        "!rm -rf $tmp_output\n",
+        "!mkdir -p $tmp_output\n",
+        "\n",
+        "for image_file in tqdm(images):\n",
+        "    print(\"Upscaling\", image_file, \"with SwinIR\")\n",
+        "    path = p.predict(image_file)\n",
+        "    !mv \"{path}\" \"{image_file}\"\n"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {