Computer_Vision/Chapter05/2D_and_3D_facial_keypoints.ipynb

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            "cd2e21545bd845dbb1b86c23632a06cf"
          ]
        }
      },
      "source": [
        "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._2D, flip_input=False, device='cpu')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://www.adrianbulat.com/downloads/python-fan/s3fd-619a316812.pth\" to /root/.cache/torch/hub/checkpoints/s3fd-619a316812.pth\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "b4b2d80c111844cdbdb91fd51db71802",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=89843225.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://www.adrianbulat.com/downloads/python-fan/2DFAN4-11f355bf06.pth.tar\" to /root/.cache/torch/hub/checkpoints/2DFAN4-11f355bf06.pth.tar\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4b1403989c2a422ebc5efd0e9b78a5d6",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=95641761.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qA17vm9lYU1b",
        "outputId": "44047c29-adce-4c09-e772-b31a8b4ec25c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "input = read('Hema.JPG', 1)\n",
        "preds = fa.get_landmarks(input)[0]\n",
        "print(preds.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(68, 3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NWdyl9XaYWfF",
        "outputId": "a841a4bc-d724-46b2-ddab-add9ecefbaa8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "fig,ax = plt.subplots(figsize=(5,5))\n",
        "show(read('Hema.JPG',1), ax=ax)\n",
        "ax.scatter(preds[:,0], preds[:,1], marker='+', c='r')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gYllyWUEYX8R",
        "outputId": "323d322a-056f-4c10-bb98-1e47e7e712df",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        }
      },
      "source": [
        "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, flip_input=False, device='cpu')\n",
        "input = read('Hema.JPG', 1)\n",
        "preds = fa.get_landmarks(input)[0]\n",
        "import pandas as pd\n",
        "df = pd.DataFrame(preds)\n",
        "df.columns = ['x','y','z']\n",
        "import plotly.express as px\n",
        "fig = px.scatter_3d(df, x = 'x', y = 'y', z = 'z')\n",
        "fig.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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