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   "source": [
    "# Examples\n",
    "\n",
    "Example predictions from the COCO val set.\n",
    "These are the first images with more than five person annotations that were shared with [CC-BY-2.0].\n",
    "These examples are not cherry-picked.\n",
    "\n",
    "All examples are predicted with the fast model `shufflenetv2k16`. <br />\n",
    "For more accurate results, try `--checkpoint=shufflenetv2k30`.\n",
    "\n",
    "The examples below are generated with the shown command which is documented in {doc}`predict_cli`.\n",
    "\n",
    "[CC-BY-2.0]: https://creativecommons.org/licenses/by/2.0/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m openpifpaf.predict coco/000000188465.jpg --image-output --long-edge=1025"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![predicted](coco/000000188465.jpg.predictions.png)<br />\n",
    "Image credit: [Photo](https://www.flickr.com/photos/jelonekphotography/4593328722/) by Brian Jelonek shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m openpifpaf.predict coco/000000114907.jpg --image-output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![predicted](coco/000000114907.jpg.predictions.png)<br />\n",
    "Image credit: [Photo](https://www.flickr.com/photos/fortrucker/7825237468/) by Fort Rucker shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m openpifpaf.predict coco/000000147740.jpg --image-output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![predicted](coco/000000147740.jpg.predictions.png)<br />\n",
    "Image credit: [Photo](https://www.flickr.com/photos/cumidanciki/8026451116/) by CCFoodTravel.com shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m openpifpaf.predict coco/000000541055.jpg --image-output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![predicted](coco/000000541055.jpg.predictions.png)<br />\n",
    "Image credit: [Photo](https://www.flickr.com/photos/12407269@N07/3465325303/) by Jarrod Doll shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Debug Outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m openpifpaf.predict coco/000000541055_cropped.jpeg --image-output --debug-images --debug-indices cif:5 cifhr:5 caf:5 --save-all=coco_debug_example --image-height=6 --image-min-dpi=200 --show-file-extension=jpeg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![CIF_c](coco_debug_example/0001.jpeg)\n",
    "![CIF_r](coco_debug_example/0002.jpeg)\n",
    "![CIF_hr](coco_debug_example/0005.jpeg)\n",
    "Image credit: [Photo](https://www.flickr.com/photos/12407269@N07/3465325303/) by Jarrod Doll shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![CAF_c](coco_debug_example/0003.jpeg)\n",
    "![CAF_r](coco_debug_example/0004.jpeg)\n",
    "Image credit: [Photo](https://www.flickr.com/photos/12407269@N07/3465325303/) by Jarrod Doll shared under [CC-BY-2.0]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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