{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Ht4wCUlzwi18", "tags": [] }, "source": [ "# CLIPasso: Semantically-Aware Object Sketching\n", "\n", "# (1) Choose your image\n", "\n", "You can upload your own target image to sketch, please place it under \"CLIPasso/target_images/\".\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Image name: camel.png\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image as Image_colab\n", "from IPython.display import display\n", "from PIL import Image\n", "import os\n", "\n", "target_image = input(\"Image name:\")\n", "abs_path = os.path.abspath(os.getcwd())\n", "target_ = f\"{abs_path}/target_images/{target_image}\"\n", "img_ = Image_colab(target_)\n", "display(img_)" ] }, { "cell_type": "markdown", "metadata": { "id": "L7Cp8FFHx3VG" }, "source": [ "# (2) Start Sketching 🎨\n", "\n", "This stage will take a few minutes.\n", "\n", "We provide a few input examples under \"CLIPasso/target_images\". \n", "
You can sketch your own input by simply placing the desired image in \"CLIPasso/target_images\" and specifying the image name under \"target_image\".\n", "\n", "**A few notes:**
\n", "\n", "* It is recommended to use images without a background, however, if your image contains a background, you can mask it out by using inserting 1 to \"**mask_object**\" field below.\n", "* If your image is not squared, it might be cut off. In that case it is recommended to fill the \"**fix_scale**\" field with 1 to automatically fix the scale.\n", "* You can define the abstraction level by using the \"**num_strokes**\" parameter. This parameter defines the number of strokes used to create the sketch. For example, optional values can be 32, 16, 8 and even 4.\n", "\n", "You can download the resulting sketch in SVG format from CLIPasso/output_sketches/\\/best_iter.svg" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==================================================\n", "Processing [camel.png] ...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GPU: True, 0\n", "==================================================\n" ] } ], "source": [ "import torch\n", "gpunum=1\n", "\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = ','.join([f\"{gpunum}\"])\n", "print(\"=\" * 50)\n", "print(f\"Processing [{target_image}] ...\")\n", "img_ = Image_colab(target_)\n", "display(img_)\n", "print(f\"GPU: {torch.cuda.is_available()}, {torch.cuda.current_device()}\")\n", "print(\"=\" * 50)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "cellView": "form", "colab": { "base_uri": "https://localhost:8080/", "height": 533 }, "id": "PP-Iltc1T8K7", "outputId": "3e803c4e-eb88-42e5-d1df-f0f0f212effc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "18770c491f5446e6aca96bc05b209ea7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntProgress(value=1000, bar_style='info', description='Processing:', max=1001, style=ProgressStyle(bar_color='…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask_object = 0\n", "fix_scale = 0\n", "num_strokes = input(\"number of strokes:\")\n", "\n", "%run run_object_sketching.py --target_file $target_image --num_sketches 2 \\\n", " --mask_object $mask_object --fix_scale $fix_scale --num_strokes $num_strokes --multiprocess 1 --num_iter 1001 \\\n", " -display --gpunum $gpunum" ] }, { "cell_type": "markdown", "metadata": { "id": "rE1gTfztziNi" }, "source": [ "# (3) Display Final Result" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "cellView": "form", "colab": { "base_uri": "https://localhost:8080/", "height": 784 }, "id": "EnWfUdKsqKoU", "outputId": "b72aa447-a541-4e7c-bfbb-3b73a477b949" }, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Image name: camel.png\n", "number of strokes: 16\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "You can download the result sketch from /home/vinker/live_demo/test24-07/CLIPasso/output_sketches/camel/camel_16strokes_seed0/final_sketch.png\n", "/home/vinker/live_demo/test24-07/CLIPasso/output_sketches/camel/camel_16strokes_seed0\n" ] } ], "source": [ "target_image = input(\"Image name:\")\n", "num_strokes = input(\"number of strokes:\")\n", "%run display_results.py --target_file $target_image --num_strokes $num_strokes" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "9RD9_Spowkxb", "outputId": "4a9a25a5-ff85-419f-d913-03a752284fb0" }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%cd /content/CLIPasso/\n", "\n", "import re\n", "import os\n", "import subprocess as sp\n", "import moviepy.editor as mvp\n", "from IPython.display import clear_output\n", "\n", "target_image = input(\"Image name:\")\n", "\n", "abs_path = os.path.abspath(os.getcwd())\n", "result_path = f\"{abs_path}/output_sketches/{os.path.splitext(target_image)[0]}\"\n", "svg_files = os.listdir(result_path)\n", "svg_files = [f for f in svg_files if \"best.svg\" in f and f\"{num_strokes}strokes\" in f]\n", "\n", "p = re.compile(\"_best\")\n", "best_sketch_dir = \"\"\n", "for m in p.finditer(svg_files[0]):\n", " best_sketch_dir += svg_files[0][0: m.start()]\n", "\n", "cur_path = f\"{abs_path}/output_sketches/{os.path.splitext(target_image)[0]}/{best_sketch_dir}\"\n", "sp.run([\"ffmpeg\", \"-y\", \"-framerate\", \"10\", \"-pattern_type\", \"glob\", \"-i\", \n", " f\"{cur_path}/svg_to_png/iter_*.png\", \"-vb\", \"20M\", f\"{cur_path}/sketch.mp4\"])\n", "\n", "sp.run([\"ffmpeg\", \"-y\", \"-i\", f\"{cur_path}/sketch.mp4\", \"-filter_complex\",\n", " \"[0]trim=0:2[hold];[0][hold]concat[extended];[extended][0]overlay\",\n", " f\"{cur_path}/sketch_longer.mp4\"])\n", "\n", "clear_output()\n", "# display(img_)\n", "display(mvp.ipython_display(f\"{cur_path}/sketch_longer.mp4\"))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [ "rE1gTfztziNi" ], "include_colab_link": true, "name": "CLIPasso.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }