diff --git a/docs/demo.ipynb b/docs/demo.ipynb index 006628f..44ac409 100644 --- a/docs/demo.ipynb +++ b/docs/demo.ipynb @@ -9,7 +9,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -18,7 +18,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -30,8 +30,6 @@ } ], "source": [ - "from napari_segment_blobs_and_things_with_membranes import *\n", - "\n", "from skimage.io import imread, imshow\n", "\n", "blobs = imread('https://fiji.sc/samples/blobs.png')\n", @@ -52,40 +50,47 @@ "id": "f5026a64", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\rober\\Anaconda3\\envs\\bio_39\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n", - " lo, hi, cmap = _get_display_range(image)\n" - ] - }, { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypeint32
size254.0 kB
min0
max66
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" + ], "text/plain": [ - "" + "StackViewNDArray([[0, 0, 0, ..., 4, 4, 4],\n", + " [0, 0, 0, ..., 4, 4, 4],\n", + " [0, 0, 0, ..., 4, 4, 4],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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qXghRB5GiPiZS9FmGQv2UHXjxNUIMcpR5521zCtPrbnwZNTbBxoCKjuB8l6FEh3rsuH0Odtzuz99/2e2mAaj2I55y10pv+xGTogv14fQiw2Ky5Jc8f9rtNf45cmdgxUeCFqKkz+aEID9ABKiLaiS44/Y5tUmRAQxYfKaKTYIWYpWEOvUmRKqS4Pa/Hj6nb+pt2dNa0soX3VMlumlxfVKUQRVn+Bgl+pw2+0ydIky7Fosur3zWdV8kWURdUvQ1ZfYzbhWCo6zMfJBhWlmd8qafYwOfBk1U8HXpXmuEWCblNbnX1lK7JmwBVoSPMgzx80ypWqbMIsRW0gaZJTERW1NlWOXnhhYdAv5Ou2mVEE0ivbKDKafctdJYjCEKVUdwMoJcnhBlCMRRotpRJY0Qos4kbR3B1TmyHKIMY1RE1yYZhpI6V4mvKXPwo8wmxKLLWr3iQoQ6I88hyzAmKbx444c2SbDtbLsz8Z/ALQ8NucaoXnSqtFKIMVVHgE0QnQkiwvYwRIQ5eDrrpjhlJqL7iGgfEb2QODeWiB4noq3Rz5MS124lon4i2kxEV7pqeDe6a5sFQbCLqgzhaJSZiHqI6GdE9Gj0PtNTWaj0IX4PwNyuc4sArGDmXgArovcgonMBzAcwI7rnbiLqUf5GgiBUjo2J2coyjGGNQ52vANiUeJ/qqTwKhcjMPwHwetfpeQAWR68XA/hM4vyDzPweM28D0A/goqLPEASXyKCGW7RlCPsRIhFNBvC7AP4pcTrLU5mYjjJPYOY9ABD9PDk6PwnAzkS5XdG5YRDRQiJaR0TrBt5527AZgtBuat21BmYyBLSn3YyLXREdC1Oq/N8A/huAwcS5LE9lYntQJU3nqUEvM/cB6AOA0adO8bWPVRAaTRmhGssQ2hvEHmDmWVkXiejTAPYx8zNEdLlRoyJMhbiXiCYy8x4imghgX3R+F4ApiXKTAewu00DBPS99I/0v9plfDWODgrZz2u0rjSZo1xZdMgC7024uBXA1EV0FYDSAE4jon5HtqUxMU+alABZErxcAeCRxfj4RHU1E0wD0Anja8DMEh7z0jUsOH2XKhEAoO8+UQUdup92+srQMTaPDGJsrVZj5VmaezMxT0RnU/TEz/xdkeyoTlWk3PwCwCsDZRLSLiK4DcCeATxDRVgCfiN6DmTcCWALgRQCPAbiemQeKv1J5fNsCzGdMBBe6GNsixSLR1d3neBg3o8zdpHoqj8KUmZmvzbh0RUb5OwDcUVSvUA9lpfbSNy4JNpWeetuqWkacq5axN9LLxN1KFWZ+EsCT0evXkOGpLFq9UqVt2IrwQpdijEzHqRFPh1EbIURJl6snZCnGmDwuwOZntBaWx5A6w5UM+++affhoAiH3/9WBiCyfaYtK/vlU04eoTSMiRBvkiS95bfpNq6toThDYjBK3/MNHDr8+60/XWqmzLKrPVCm6X0jDzwgxWCHaigx1I8C4vIixPEkJdp/3RYpAfYMxjUb6ELM5ao/a0j2b6XHZVLj/rtkiRQOyJJhWLlQptiUynLZoldl8RAYwKBFiLrHs0rbxst1P2JR+wZBQFaHPqKTQbZFhjKkUfX0MqTdCjJERY8E2WxfPHPK+d8Gzpeprm/SKiAdYtMQoQvSDOqPDrd+5eNi53hvX1NCSajGNDsumzd0i7D5fVoy+seXezP0PUjnrunVWPz9r5PmltJOeTrtpnRDrIE2E3ddci/HMr66yPvWminmIplLMkmFamdDFqCvC7vtsi1EF8jRCDH4eog62o0Ob9eVJ0xY2BaZaVx19hyoyLFPeJ0xlaLsOLXTmIMpjSN1QV6qsI7pQpOjzChVTuYUsRRtUK0XqpMyqR4W0RojCEXwWWp2EJkXbEtty76zqxCgRoqBCFVEi0JGirhhN7qmS0ITmK5VI0VMhtmJQJYR0uS58FpyQjWtpbbl3ltvBFhlUEVQJQaRC83Em3fgRAh72IbYiQhSEJlH5qLADfJ12I0IUBMEaW+5OeQz7lx4afs5TIUrK7CFtWL2iStUbPMjAzFCaEI3qIBGiIAhWSI0OM/A1ZW5FhFjXNl0S6ZVDNzq0tQRv6+KZEikacNafPT3sffe5w8igSvNQEW3vjWu0Ro1Fov6QlKIv6519T2EzBZikhvmFqrQiQgyFpsmwzDpm075DV+LyJWqsYyMGJ8jEbD22PXhe6vlp8zcY1Tf9ptW1TdAuihKbJsKy1L1T9oiR2f8KX7r/Qpz5Bz+rsDXNRPoQNciSYdG1Imz2JerW1XvjmmHiSzvXBHY+9CHsfOhDGPPBd7XvtSHDMlFingwFi3gaIXonRBXh+SJFE2IJNlGEQEeGSXSkaDMyNJGiqgxfuv9C7bpDxVmKLkIsRkd02x48z1iM029aXUqMdUvVV7plGKMiRRdpso4UJTKsDmK9o0q8EOL7Z4wpFfWZYiI2keFw4hQ5jzwpuuwzVJFiaDKsamDF7eYOfk678UKIdaIjOJHhcIpEmCRNilUMoORJMTQZVoVz6VpMmYloNBE9TUTPEdFGIvqf0fmxRPQ4EW2Nfp5UVFfrhQgUi65sii0cwWSgxRVlZFh3P6JLYVURgdKg+qHAewA+zsznA7gAwFwimg1gEYAVzNwLYEX0Phdvp91UTdq0nCZIcPzKEzOv7Z/zRqm6daLDJGM++C7efW1Mqc8uSxMiw7OuW2d9orYNGe5fevbQE/+5q4DlvkFmZgC/jt6Oig4GMA/A5dH5xQCeBHBLXl0ixAR1CHD3w+dmXjv1sy8a15snwmSZslI0pWop9i54tvaozgU2pVhGhsMkWISeEMcRUbJxfczclyxARD0AngEwHcDfM/MaIprAzHsAgJn3ENHJRR8kQqyJPBEmy5hIUUWGybImUjSNDpPUPQG7KZSVYtmoUFuGgK4QDzBz7hdk5gEAFxDRiQAeJiKjv6AixBpQkWGyrI4UdWSYvKeuSFGwg4rUuqXpJD1WxNV0GmZ+g4ieBDAXwF4imhhFhxMB7Cu6X4RYMToy1MVEhsl7my7FM//gZ41Mm1WxPVhiKkPbENF4AAcjGY4B8J8AfB3AUgALANwZ/XykqC4RYoWYylAlSiwjw2QdVUlxyudeqORzBPtYEaHdCHEigMVRP+IIAEuY+VEiWgVgCRFdB2AHgM8XVSRCFAQD2rrBgy0ZWh5l3gBgWOjPzK8BuEKnrqDnIZrufCOUp0yEV2d0aENkbZWhVTxdyxxshBiaDF32HQrV0WYZWu0z9HQaaGGESET3EdE+Inohce52InqFiNZHx1WJa7cSUT8RbSaiK1UacdTLeqsXQpOha2z0HwLlJ2qr4EPfoanURIZ2IPi7uYNKhPg9AH8H4Ptd5+9i5v+VPEFE5wKYD2AGgFMB/AcRnRXNEcpl2vwNShs8iAz9IZab6pxEH2QYE8utaNS5zRKMcTKa7GmEWChEZv4JEU1VrG8egAeZ+T0A24ioH8BFAFap3FwkRZGhn0z53Au5UvRJhN2kidGmBH+1bPqQ9x+4qt9a3VXgSoa+7phdpg/xBiL6AoB1AG5m5l8CmAQguf5tV3ROGZHecMos4asKn6WngksJdl8LRYpO5xl6KkTTUeZ7AJyJzs4SewB8MzqftnlZ6lcnooVEtI6I1h3Ee4bNCAdXUrPVfyiU51fLpufKMFnOd5xPuvZ0lNlIiMy8l5kHmHkQwD+ikxYDnYhwSqLoZAC7M+roY+ZZzDxrFI42aUZwuJBi01eXAMC7y6cdPoRmEPKgyjDi9YHR288CiPOlpQAeIKJvoTOo0gtA4UGt7eHUz76oNQUnhHTZFirCi8uMuXKb6+ZoEULUp0olS/JCTZmJ6AfoDIqcTUS7omUwf0tEzxPRBgAfA3ATADDzRgBLALwI4DEA16uMMLcNVcmJDO2VF9SoTIaepswqo8zXppy+N6f8HQDuKNMooXoZ1pV6lxHbu8uneREpNik6rIomjjILJYiF150+S1Qo1EWlu9eIEN0w6smJqecPXr4n9bxvtEmASUSG7UYiRItkSTCtTChirJM2jFQ3jcEVUzKvjbhiZ4UtMUSEaAcVGXaXb7IUQ5yH2PbosMzE7DwRdpfxVow1DJaoEpwQ6+L4n44bdu6t3zlQQ0vCpu0yLIOKDMsw/urN1vsRx1+9edg5QvoKDh8Iaj9E3ejQBsf/dFyqDONrdRJadNhUGepEfKbRoYkMXQs0j/FXb06VYYzl5zJbIxghlpGh6b0qwqtbijYITaw+Esr6ZNcUifAwns5DDEaIZdGRYl5UmFW+akKTWFOjQx2aLk0lEcaIEM2pI1XWpQmRolCOLOF94Kp+5wMpttCSmul9GuuYg1jLXCVVy7CM2I7/6TgZaGk5TYgCdQdXjCQqo8yCLUJLl4XwiCWXJ0bTaBKQidlBIGlvWFS9jnny6uMKy+ya/esKWlIdZaSXi6dC9LoPMYS+w25EqtVQpQwnrz5OSYZxWaEYX/sQvRaiMBwX6XIVS/d82JXGBBPB+SJF71eqeDjKLCmzEBRVR4Zl7m1a+mwVSZmFsshgSnXYiPJsRYreRnqGhP5cZqHBVLnTzZgrtxlN0PZx8ESnLokUU5AIUQ/bAyoqO974PIewjdHhmCu3Bdv3mKSOPkXfo0piVj4K6yKaQkRPENEmItpIRF+Jzo8loseJaGv086SiuryNEA9evseaFJu8/Vdo+C44XwZEuukWXNrqFRMJ9q5Ve+Ll1o9YfFSw/cGSQ+g8G/5ZIjoewDNE9DiAPwKwgpnvJKJFABYBuCWvIm+FKAhNwnbqXDYCVBWhK2z2DUZPAN0TvX6LiDYBmARgHoDLo2KLATyJAiF6mzIDdiI7iQ6zkZ2yh+JrdGgbExlaF6jetJtxRLQucSzMqpaIpgK4EMAaABPixyVHP08ualZjI8S6ROiqH3L/nDda2Y8o2KXuyDBGM0I8wMyzCuskOg7AvwL4c2Z+k0h/G1qvI0SgIzZduZWRoc8DKzaR6LB9lJWhVZlanphNRKPQkeH9zPzD6PReIpoYXZ8IYF9RPd4LMSYWY5HsbESGplJ0LVORmGCKL5EhAOvbf1EnFLwXwCZm/lbi0lIAC6LXCwA8UlRXkCmzj/2CIUWWItZ6qGtOok0Z9q492s6Is91R5ksB/CGA54lofXTuLwDcCWAJEV0HYAeAzxdVFKQQq+Ct3zng5UYNZfsSRYZC3cQrVWzBzE8h+7lVV+jUJUIsiUSGgg6yciVCYcJ1HYgQc/BVdiZRoshQ8AnZIFaoBR9FeN6z2dMhNsz09F+KYI8atvVSRYQYKEnRdUeLPkkwT35F5UWO5fFqdDlB1c9bVkWE2AB8EmCMrgjz6miSGKX/sIOvQgxmHqIQDjZk2F2f7TrbgtVNGWzB6AyqqB4VIkIUgiF0KTYhOrQlWNkgVmgFoUtLqAhPe0EkQhSsEboMXUZwdUaHtqI6a9Eh/I0QRYiCkKAJaa0LTGU4+7mDw0/q9B9KH6IQIqFHhy7xQbJlojurMoyQCFEQAsGmwHyQYYyJ2FzIEIA8l1kQQiIpMpOdtG2J8OPPv3349Y9/+9jS9cWCy5qwXdU0HVm6JwiBUleUl5Rh8r1NMbpAKToc9NOIhSmzySP+iOhWIuonos1EdKXLLyAITaRbhqrXgsHTlFmlDzF+xN85AGYDuJ6IzkXnkX4rmLkXwIroPaJr8wHMADAXwN1E1OOi8YLQREIWXmF0GOHroEphymzwiL95AB5k5vcAbCOifgAXAVhlu/FZfHrjL4ede3RG4TOqW801m14FACw555SaW9JuVGX48efftpI610YT9kPMe8QfEcWP+JsEYHXitl3Rue66FgJYCACjcYx2w9NIE2H3NRHjEWIJpp0TMQouCX5QReMRf2kXhn19Zu4D0AcAJ9DY0n88eTLsLtdmKaZJMK+cqhg3zGSZi1iSkFNlLTzeD1FpHqLmI/52AZiSuH0ygN12miuYcs2mV5Vl2H2fKk3apktwR2fpHisfVaIyyqz7iL+lAOYT0dFENA1AL4Cn7TV5OKrRoWl5W3xx8y+GHFVhIsLu+8vWIQhDGNQ4KkQlZdZ6xB8zbySiJQBeRGeE+npmHrDd8BAokl58/btnn15Fc0pzzaZXC1Nol6mzRKBHCHpABag88lOlMEJk5qeYmZj5PGa+IDqWMfNrzHwFM/dGP19P3HMHM5/JzGcz87+7/QpmuI4SdSJAl9Gi7chOIkWhNDpzED2ch9hYXEjRNB12kUq7kldRvS4iOYkOw2D1+aOw+vxRBaVkt5tWYEtmVfYvmlKlFNsiQ9U0OIR0uUiKvk7Mbr0Q6xpgaQIqUiwrs7bIUJUQZBiTGy16GiE2YnOHR2ecVLvYbEd1X9z8i2AGW4pIk5o8mzmdH//2sZnzEUOSYS7s71P3GiHEsvg6WTsEKaqMPKfRZukVEYvP5u423uHpKLMIURA8pZEijCCL238R0X0APg1gHzN/KDo3FsC/AJgKYDuAa5i5MI1sfR+i7zRhgEUQhmG3D/F76OyslSR1N64ivIgQT/7Qb/Clf+s//P6e3umVfr6P6bINlpxzishKUObm/o1D3n9z+gw3H8SwugKFmX8SbTyTJGs3rly8EGI3X9raX6kUfe1DFATXdEsw7ZptMRIqWaOctRtXLt6mzF/a2l9cSChEtvES0ri5f2OuDE3LKqOXMo8jonWJY6HdxhzBywgxpspIUfZLLIfpaLNv/PeXn8289pdnzKywJe4wldvN/RvtRYt6EeIBZp6l+Ql7iWhiFB0md+PKxWshApI+20D6EovJE2FemdAkaT3SM8FyH2IG8W5cd2Lobly5eC9EwQ6upRhydKgiwzL3+iBNWyK0FSXa7EMkoh+gM4Ayjoh2AfgfyNiNqwhv+xCTqPQn1h3V+T6BGghbWq4oI0Odz0geVWM7KrRSn8VpN8x8LTNPZOZRzDyZme/N240rjyCEqErdUgwBkeIR6pBTnZ9rk3JSlN1uhAYTomTrllJVn+9Fn2E3DBFiWVSn4dQZJYaQNgP+C+zr29YMOZpKXSm0LUrJ1tNHCAQjRB2alDq7kqwtKdqUa5YARYxmeBkdRgT7kClBj1CiRBvYlqGNMir4GpX52q48jKUrKXN5Qlm9EooUywitahmalBU8hQEMsvpRIUEJsQpspds2pFiFWJecc4q23OqSYZl7QiHEKFEff0eZZWJ2gib1PeoSS65o8rbvAzJCIMgGsdWi+1gBFzL87tmnG+9nWFfaLcKrFx9WtVSCp0IMKmXWXdOsKjnfIsNQ+iAFwQjpQ6yPR2eclCm8vGu2+O7Zp2sJTmSoRpl+xNZEYd7CAA+qHxUSTMpcdscbW+L7P7/4f8POffn0SwvvS4quO40WCQpAy0QtKXP4pMkw73wWcdSoGz0K9miDfJw9AqDsZ0jKXI6qn7GSRpH0dKUoNHv6jFCAp9NuvBdiCDLULSf4gU9Roqu2uIwSS9UtQtTHBxkK7rhl2sW13Ns2qkidtWAGBgbUjwrxUoj39E73Roa6UZ9EiWHhQ5RYRRu+OX2GVTGWrsvTCNGLUeZ9L4z2RoBCtdwy7WLtvkTb0eFfnjGztiVzVQu5W2QqmzM4iTA9HWX2Qoi+ItGef7hKlauWog+RKVBXOl396LEqIkShdkyiRBfEknIpRl9EWCsMcMUTrlURIQpe4IsUgWxpmYpSJJiCRIjtQGXVipBOkRTrHllOE1sbHmzvBOlDFIRiktJLyrFuGWYh0jOAGRiUlDk4vnz6pVoDKxId2sVXCQoWkAhREAShA3saIRZOzCaiKUT0BBFtIqKNRPSV6PztRPQKEa2PjqsS99xKRP1EtJmIrnT5BVyjGvVJdCgIqvj7CAGVlSqHANzMzOcAmA3geiI6N7p2FzNfEB3LACC6Nh/ADABzAdxNRD0O2l4ZRbITGbaPpa+sxdJX1tbdjDDxeLebwpSZmfcA2BO9fouINgGYlHPLPAAPMvN7ALYRUT+AiwCsstDe2sjqTxQZ5vPgzpXKZedPmeOwJeXIkl/3+asnfaSK5jhh+e71Q95feeoF7j6sCfMQiWgqgAsBrAFwKYAbiOgLANahE0X+Eh1Zrk7ctgspAiWihQAWAsBoHGPS9sqJ5ReL0ZUM793x1JD31512mZPPcYmOCNPu8UWOulHg0lfWBifFbhF2n7ctRgbAoc9DJKLjAPwrgD9n5jeJ6B4Af4XO9/srAN8E8McAKOX2Yd+emfsA9AHACTTWzz+dDKoSYd55XyVpIsKseuqWomlKHIoUs0ToHGbrESIRzQXwbQA9AP6Jme80qUdptxsiGoWODO9n5h8CADPvZeYB7qzB+Ud00mKgExFOSdw+GcBuk8a1iSwZ5pXXvcc1tmToA2X7B33vX9SR4fLd663LkwdZ+SgiGqP4ewCfAnAugGsT4xxaqIwyE4B7AWxi5m8lzk9MFPssgBei10sBzCeio4loGoBeAE+bNK4tlBGbL1J0IcMmCdYnaosMk9h9yNRFAPqZ+WVmfh/Ag+iMZWhDXDCsTUSXAfgpgOcBxK37CwDXArgAnXR4O4A/jQZgQERfQyd9PoROiv3vBZ+xH8DbAA6YfAlPGIew2w+E/x2k/fWT9h1OZ+bx8Rsieiwqp8poAL9JvO+Lutzi+j4HYC4z/0n0/g8BXMzMN+g2XmWU+Smk9wsuy7nnDgB3qDaCmccT0TpmnqV6j2+E3n4g/O8g7a8fle/AzHNtf2zax5hU5OWO2YIgCBpYG7cQIQqCEDprAfQS0TQiOgqdhSFLTSryaS1zX3ERrwm9/UD430HaXz+VfwdmPkRENwBYjs60m/uYufjZCCkUDqoIgiC0BUmZBUEQIkSIgiAIEbULkYjmRtuE9RPRorrbowoRbSei56Otz9ZF58YS0eNEtDX6eVLd7YwhovuIaB8RvZA4l9leH7dwy/gOwWxDl7OVXhC/h1ZsBcjMtR3odIC+BOAMAEcBeA7AuXW2SaPt2wGM6zr3twAWRa8XAfh63e1MtO2jAGYCeKGovegsf3oOwNEApkW/ox5Pv8PtAP5rSlnvvgOAiQBmRq+PB7AlamcQv4ec9gfzOyg66o4QrS258YR5ABZHrxcD+Ex9TRkKM/8EwOtdp7Pae3gLN2beBiDewq1WMr5DFt59B2bew8zPRq/fAhBvpRfE7yGn/Vl41X4V6hbiJAA7E+9TtwrzFAbwIyJ6JtrKDAAmcLR8Mfp5cm2tUyOrvaH9Xm4gog1RSh2nm15/h66t9IL7PXS1Hwjwd5BG3UK0tuSmBi5l5pno7LBxPRF9tO4GWSSk38s9AM5EZ139HnS2oQM8/g7dW+nlFU05V/t3SGl/cL+DLOoWYrBbhTHz7ujnPgAPo5MK7I13AYp+7quvhUpktTeY3wsHtg1d2lZ6COj30PStAOsWorUlN1VCRMcS0fHxawCfRGf7s6UAFkTFFgB4pJ4WKpPV3mC2cAtpG7qsrfQQyO+hFVsB1j2qA+AqdEarXgLwtbrbo9jmM9AZPXsOwMa43QA+CGAFgK3Rz7F1tzXR5h+gk84cROd/7uvy2gvga9HvZDOAT9Xd/pzv8H/R2ZpuAzr/ACf6+h0AXIZOyrgBwProuCqU30NO+4P5HRQdsnRPEAQhou6UWRAEwRtEiIIgCBEiREEQhAgRoiAIQoQIURAEIUKEKAiCECFCFARBiPj/A9ryidWJkFcAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import voronoi_otsu_labeling\n", + "\n", "labels = voronoi_otsu_labeling(blobs, spot_sigma=3.5, outline_sigma=1)\n", - "imshow(labels)" + "labels" ] }, { @@ -104,30 +109,45 @@ "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypeint32
size254.0 kB
min0
max62
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[0, 0, 0, ..., 5, 5, 5],\n", + " [0, 0, 0, ..., 5, 5, 5],\n", + " [0, 0, 0, ..., 5, 5, 5],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import gauss_otsu_labeling\n", + "\n", "labels = gauss_otsu_labeling(blobs, outline_sigma=1)\n", - "imshow(labels)" + "labels" ] }, { @@ -146,30 +166,150 @@ "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypeint32
size254.0 kB
min0
max1
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[0, 0, 0, ..., 1, 1, 1],\n", + " [0, 0, 0, ..., 1, 1, 1],\n", + " [0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "from napari_segment_blobs_and_things_with_membranes import threshold_otsu\n", + "\n", + "binary = threshold_otsu(blobs)\n", + "binary" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "45615c1c-3e9e-412c-9ef0-aa5d9e96966e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<__array_function__ internals>:180: RuntimeWarning: Converting input from bool to for compatibility.\n" + ] }, { "data": { - "image/png": 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" + "StackViewNDArray([[False, False, False, ..., True, True, True],\n", + " [False, False, False, ..., True, True, True],\n", + " [False, False, False, ..., True, True, True],\n", + " ...,\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False],\n", + " [ True, False, False, ..., False, False, False]])" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from napari_segment_blobs_and_things_with_membranes import threshold_yen\n", + "\n", + "binary = threshold_yen(blobs)\n", + "binary" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ec4c513a-d1fe-4363-8785-f4504592300e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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shape(254, 256)
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maxTrue
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" + ], + "text/plain": [ + "StackViewNDArray([[False, False, False, ..., True, True, True],\n", + " [False, False, False, ..., True, True, True],\n", + " [False, False, False, ..., True, True, True],\n", + " ...,\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False]])" + ] }, - "output_type": "display_data" + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "binary = threshold_otsu(blobs)\n", - "imshow(binary)" + "from napari_segment_blobs_and_things_with_membranes import threshold_isodata\n", + "\n", + "binary = threshold_isodata(blobs)\n", + "binary" ] }, { @@ -182,36 +322,51 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "93f3c422", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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shape(254, 256)
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size254.0 kB
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max1
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import binary_invert\n", + "\n", "inverted_binary = binary_invert(binary)\n", - "imshow(inverted_binary)" + "inverted_binary" ] }, { @@ -224,36 +379,51 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "c3be1ebb", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypeint32
size254.0 kB
min0
max64
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[0, 0, 0, ..., 5, 5, 5],\n", + " [0, 0, 0, ..., 5, 5, 5],\n", + " [0, 0, 0, ..., 5, 5, 5],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import connected_component_labeling\n", + "\n", "labels = connected_component_labeling(binary)\n", - "imshow(labels)" + "labels" ] }, { @@ -266,36 +436,51 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "a4740a57", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypeint32
size254.0 kB
min0
max1
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[0, 0, 0, ..., 1, 1, 1],\n", + " [0, 0, 0, ..., 1, 1, 1],\n", + " [0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import split_touching_objects\n", + "\n", "split_objects = split_touching_objects(binary) * 1\n", - "imshow(split_objects)" + "split_objects" ] }, { @@ -308,31 +493,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "ba2bf912", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "array([[ 8868, 6923, 5690, ..., 13942, 12804, 14653],\n", + " [ 7113, 5501, 5216, ..., 16739, 13657, 15554],\n", + " [ 5833, 7160, 5928, ..., 15838, 16739, 17166],\n", + " ...,\n", + " [ 2513, 3936, 3414, ..., 3699, 4126, 4220],\n", + " [ 3319, 3272, 2513, ..., 3699, 3367, 2940],\n", + " [ 3130, 3794, 3225, ..., 2987, 3746, 4315]], dtype=uint16)" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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shape(256, 256)
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size256.0 kB
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import voronoi_otsu_labeling\n", + "\n", "labeled_nuclei = voronoi_otsu_labeling(nuclei, spot_sigma=10)\n", - "imshow(labeled_nuclei)" + "labeled_nuclei" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "e380b0fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "array([[4496, 5212, 6863, ..., 2917, 2680, 2642],\n", + " [4533, 5146, 7555, ..., 2843, 2857, 2748],\n", + " [4640, 6082, 8452, ..., 3372, 3039, 3128],\n", + " ...,\n", + " [1339, 1403, 1359, ..., 4458, 4314, 4795],\n", + " [1473, 1560, 1622, ..., 3967, 4531, 4204],\n", + " [1380, 1368, 1649, ..., 3091, 3558, 3682]], dtype=uint16)" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", + "\n", + "\n", + "nsbatwm made image
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shape(256, 256)
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import seeded_watershed\n", + "\n", "cells = seeded_watershed(membranes, labeled_nuclei)\n", - "imshow(cells)" + "cells" ] }, { @@ -463,69 +658,191 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "bc22ac7b", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(256, 256)
dtypeuint16
size128.0 kB
min0
max41992
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[1074, 2327, 4540, ..., 275, 38, 0],\n", + " [1396, 2494, 5354, ..., 201, 215, 106],\n", + " [1581, 3523, 6255, ..., 730, 397, 486],\n", + " ...,\n", + " [ 124, 188, 144, ..., 2167, 2023, 2501],\n", + " [ 258, 345, 407, ..., 1520, 2079, 1436],\n", + " [ 164, 152, 433, ..., 904, 1106, 1227]], dtype=uint16)" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "from napari_segment_blobs_and_things_with_membranes import subtract_background\n", + "\n", + "subtract_background(membranes)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c62581d6", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "array([[ 979, 979, 979, ..., 1113, 1112, 1112],\n", + " [ 979, 978, 978, ..., 1102, 1101, 1101],\n", + " [ 978, 978, 978, ..., 1096, 1096, 1096],\n", + " ...,\n", + " [ 552, 551, 549, ..., 278, 278, 278],\n", + " [ 553, 551, 550, ..., 278, 278, 278],\n", + " [ 553, 552, 550, ..., 278, 278, 278]], dtype=uint16)" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "background_subtracted = subtract_background(membranes)\n", - "imshow(background_subtracted)" + "from napari_segment_blobs_and_things_with_membranes import rolling_ball\n", + "\n", + "rolling_ball(membranes)" + ] + }, + { + "cell_type": "markdown", + "id": "b6dd408c-a1a0-4d49-b067-7c041c8ade9b", + "metadata": {}, + "source": [ + "## Denoising" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "c62581d6", + "execution_count": 16, + "id": "5200838f-9ed1-417f-9f8f-f3044448b308", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypefloat64
size508.0 kB
min24.0
max248.0
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[ 32., 32., 32., ..., 240., 240., 240.],\n", + " [ 32., 32., 32., ..., 232., 232., 232.],\n", + " [ 40., 32., 32., ..., 232., 232., 232.],\n", + " ...,\n", + " [ 72., 72., 72., ..., 48., 48., 48.],\n", + " [ 72., 72., 72., ..., 48., 48., 48.],\n", + " [ 72., 72., 72., ..., 48., 48., 48.]])" ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "from napari_segment_blobs_and_things_with_membranes import median_filter\n", + "\n", + "denoised = median_filter(blobs, radius=5)\n", + "denoised" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a63b0b6e-a0a6-4b6e-b7ec-ba5f918f38c1", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", 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size508.0 kB
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" + "StackViewNDArray([[-61.10753838, -69.0215267 , -76.93420079, ...,\n", + " 114.64659525, 98.72609044, 98.808185 ],\n", + " [-45.10698772, -61.02053912, -76.93278021, ...,\n", + " 130.64618176, 114.72590105, 114.80832854],\n", + " [-37.10775388, -53.02092387, -76.93278459, ...,\n", + " 138.64458006, 130.72449227, 130.80720886],\n", + " ...,\n", + " [-29.12031907, -21.03564591, -20.9496795 , ...,\n", + " -53.36337213, -53.28450195, -53.20337803],\n", + " [-21.11389545, -21.02880292, -20.94239899, ...,\n", + " -53.35778304, -53.27873693, -53.1973247 ],\n", + " [ -5.10973428, -13.02418691, -20.93732196, ...,\n", + " -53.35458326, -53.27532174, -53.1935778 ]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "imshow(threshold_otsu(background_subtracted))" + "from napari_segment_blobs_and_things_with_membranes import butterworth\n", + "\n", + "denoised = butterworth(blobs, cutoff_frequency_ratio=0.005, high_pass=True, order=2)\n", + "denoised" ] }, { @@ -538,36 +855,51 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "61bf9459", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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shape(256, 256)
dtypeint32
size256.0 kB
min1
max27
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" + ], "text/plain": [ - "" + "StackViewNDArray([[ 5, 5, 5, ..., 3, 3, 3],\n", + " [ 5, 5, 5, ..., 3, 3, 3],\n", + " [ 5, 5, 5, ..., 3, 3, 3],\n", + " ...,\n", + " [24, 24, 24, ..., 27, 27, 27],\n", + " [24, 24, 24, ..., 27, 27, 27],\n", + " [24, 24, 24, ..., 27, 27, 27]])" ] }, - "execution_count": 14, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "from napari_segment_blobs_and_things_with_membranes import local_minima_seeded_watershed\n", + "\n", "cells = local_minima_seeded_watershed(membranes)\n", - "imshow(cells)" + "cells" ] }, { @@ -580,42 +912,121 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "id": "ab78cd82", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<__array_function__ internals>:180: RuntimeWarning: Converting input from bool to for compatibility.\n" + ] + }, { "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(254, 256)
dtypebool
size63.5 kB
minFalse
maxTrue
\n", + "\n", + "
" + ], "text/plain": [ - "" + "StackViewNDArray([[False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False],\n", + " ...,\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False],\n", + " [False, False, False, ..., False, False, False]])" ] }, - "execution_count": 15, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "from napari_segment_blobs_and_things_with_membranes import skeletonize\n", + "\n", + "binary_skeleton = skeletonize(binary)\n", + "binary_skeleton" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "26677fb6", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", 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" + "StackViewNDArray([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "binary_skeleton = skeletonize(binary)\n", - "imshow(binary_skeleton * 1)" + "from napari_segment_blobs_and_things_with_membranes import skeletonize\n", + "\n", + "labeled_skeleton = skeletonize(labels)\n", + "labeled_skeleton" ] }, { "cell_type": "code", "execution_count": null, - "id": "26677fb6", + "id": "be5ba6d4-fe74-4b3f-8f81-7223f6c1354f", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5fe8183d-7e64-488e-b04c-389326995bcb", "metadata": {}, "outputs": [], "source": [] @@ -637,7 +1048,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.13" } }, "nbformat": 4, diff --git a/docs/labeling.ipynb b/docs/labeling.ipynb index ed0a42a..ee4e637 100644 --- a/docs/labeling.ipynb +++ b/docs/labeling.ipynb @@ -20,7 +20,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -45,26 +45,49 @@ "outputs": [ { "data": { - "image/png": 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\n", + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "\n", + "nsbatwm made image
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
shape(256, 256)
dtypeint32
size256.0 kB
min1
max27
\n", + "\n", + "
" + ], "text/plain": [ - "
" + "StackViewNDArray([[ 5, 5, 5, ..., 3, 3, 3],\n", + " [ 5, 5, 5, ..., 3, 3, 3],\n", + " [ 5, 5, 5, ..., 3, 3, 3],\n", + " ...,\n", + " [24, 24, 24, ..., 27, 27, 27],\n", + " [24, 24, 24, ..., 27, 27, 27],\n", + " [24, 24, 24, ..., 27, 27, 27]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "label_image = local_minima_seeded_watershed(membranes)\n", "\n", - "imshow(label_image, labels=True)" + "label_image" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "52ab8bfa-26d3-49b6-bdca-7da01b80b375", "metadata": {}, "outputs": [ @@ -74,7 +97,7 @@ "dtype('int32')" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -85,18 +108,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "5d95ebff-39a5-4821-81fa-d801709d2a6a", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
numpy.ndarray([ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
+       " 25 26 27], dtype=int32)
" + ], "text/plain": [ - "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", - " 18, 19, 20, 21, 22, 23, 24, 25, 26, 27])" + "StackViewNDArray([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,\n", + " 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27])" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -108,13 +135,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a85fc8b6-bad0-486b-a0ba-e8581ce2daaa", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -135,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9eacd86f-509f-4a4f-8b9a-f42eaaa9e9ec", "metadata": {}, "outputs": [ @@ -146,7 +173,7 @@ " 18, 19, 20, 21, 22, 23, 24, 25, 26, 27], dtype=int64)" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -181,7 +208,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.13" } }, "nbformat": 4, diff --git a/napari_segment_blobs_and_things_with_membranes/__init__.py b/napari_segment_blobs_and_things_with_membranes/__init__.py index 2043d11..87d24cf 100644 --- a/napari_segment_blobs_and_things_with_membranes/__init__.py +++ b/napari_segment_blobs_and_things_with_membranes/__init__.py @@ -1,14 +1,10 @@ -__version__ = "0.3.1" +__version__ = "0.3.2" __common_alias__ = "nsbatwm" -#from napari.types import ImageData, LabelsData - from napari_plugin_engine import napari_hook_implementation - import numpy as np from scipy import ndimage as ndi - from skimage.filters import threshold_otsu as sk_threshold_otsu, gaussian, sobel from skimage.segmentation import watershed from skimage.feature import peak_local_max @@ -21,11 +17,11 @@ from skimage.segmentation import relabel_sequential from skimage.segmentation import clear_border from skimage.segmentation import expand_labels as sk_expand_labels - from skimage import filters import scipy from scipy import ndimage from napari_time_slicer import time_slicer +from stackview import jupyter_displayable_output @napari_hook_implementation def napari_experimental_provide_function(): @@ -89,6 +85,7 @@ def _sobel_3d(image): @register_function(menu="Segmentation post-processing > Split touching objects (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def split_touching_objects(binary:"napari.types.LabelsData", sigma: float = 3.5) -> "napari.types.LabelsData": """ @@ -128,6 +125,7 @@ def split_touching_objects(binary:"napari.types.LabelsData", sigma: float = 3.5) @register_function(menu="Segmentation / binarization > Threshold (Otsu et al 1979, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_otsu(image:"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -146,6 +144,7 @@ def threshold_otsu(image:"napari.types.ImageData") -> "napari.types.LabelsData": @register_function(menu="Segmentation / binarization > Threshold (Yen et al 1995, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_yen(image :"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -167,6 +166,7 @@ def threshold_yen(image :"napari.types.ImageData") -> "napari.types.LabelsData": @register_function(menu="Segmentation / binarization > Threshold (Isodata, Ridler et al 1978, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_isodata(image :"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -190,6 +190,7 @@ def threshold_isodata(image :"napari.types.ImageData") -> "napari.types.LabelsDa @register_function(menu="Segmentation / binarization > Threshold (Li et al 1993, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_li(image:"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -211,6 +212,7 @@ def threshold_li(image:"napari.types.ImageData") -> "napari.types.LabelsData": @register_function(menu="Segmentation / binarization > Threshold (Ridler et al 1978, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_mean(image :"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -232,6 +234,7 @@ def threshold_mean(image :"napari.types.ImageData") -> "napari.types.LabelsData" @register_function(menu="Segmentation / binarization > Threshold (Mean, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_minimum(image :"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -253,6 +256,7 @@ def threshold_minimum(image :"napari.types.ImageData") -> "napari.types.LabelsDa @register_function(menu="Segmentation / binarization > Threshold (Triangle method, Zack et al 1977, scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def threshold_triangle(image:"napari.types.ImageData") -> "napari.types.LabelsData": """ @@ -274,6 +278,7 @@ def threshold_triangle(image:"napari.types.ImageData") -> "napari.types.LabelsDa @register_function(menu="Filtering / noise removal > Gaussian (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def gaussian_blur(image:"napari.types.ImageData", sigma: float = 1) -> "napari.types.ImageData": """ @@ -283,6 +288,7 @@ def gaussian_blur(image:"napari.types.ImageData", sigma: float = 1) -> "napari.t @register_function(menu="Filtering / edge enhancement > Gaussian Laplace (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def gaussian_laplace(image:"napari.types.ImageData", sigma: float = 2)-> "napari.types.ImageData": """ @@ -307,6 +313,7 @@ def gaussian_laplace(image:"napari.types.ImageData", sigma: float = 2)-> "napari @register_function(menu="Filtering / noise removal > Median (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def median_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -320,6 +327,7 @@ def median_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari.t @register_function(menu="Filtering / noise removal > Percentile (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def percentile_filter(image:"napari.types.ImageData", percentile : float = 50, radius: float = 2)-> "napari.types.ImageData": """The percentile filter is similar to the median-filter but it allows specifying the percentile. @@ -329,6 +337,7 @@ def percentile_filter(image:"napari.types.ImageData", percentile : float = 50, r @register_function(menu="Filtering / background removal > White top-hat (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def white_tophat(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -340,6 +349,7 @@ def white_tophat(image:"napari.types.ImageData", radius: float = 2)-> "napari.ty @register_function(menu="Filtering / background removal > Black top-hat (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def black_tophat(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -349,6 +359,7 @@ def black_tophat(image:"napari.types.ImageData", radius: float = 2)-> "napari.ty @register_function(menu="Filtering / background removal > Minimum (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def minimum_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -360,6 +371,7 @@ def minimum_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari. @register_function(menu="Filtering / background removal > Maximum (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def maximum_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -372,6 +384,7 @@ def maximum_filter(image:"napari.types.ImageData", radius: float = 2)-> "napari. @register_function(menu="Filtering / edge enhancement > Morphological Gradient (scipy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def morphological_gradient(image:"napari.types.ImageData", radius: float = 2)-> "napari.types.ImageData": """ @@ -397,6 +410,7 @@ def morphological_gradient(image:"napari.types.ImageData", radius: float = 2)-> @register_function(menu="Filtering / background removal > Rolling ball (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def subtract_background(image:"napari.types.ImageData", rolling_ball_radius: float = 5) -> "napari.types.ImageData": """ @@ -411,6 +425,7 @@ def subtract_background(image:"napari.types.ImageData", rolling_ball_radius: flo @register_function(menu="Segmentation post-processing > Invert binary image (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def binary_invert(binary_image:"napari.types.LabelsData") -> "napari.types.LabelsData": """ @@ -420,6 +435,7 @@ def binary_invert(binary_image:"napari.types.LabelsData") -> "napari.types.Label @register_function(menu="Segmentation / labeling > Connected component labeling (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def connected_component_labeling(binary_image: "napari.types.LabelsData", exclude_on_edges: bool = False) -> "napari.types.LabelsData": """ @@ -440,6 +456,7 @@ def connected_component_labeling(binary_image: "napari.types.LabelsData", exclud @register_function(menu="Segmentation post-processing > Remove labeled objects at the image border (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def remove_labels_on_edges(label_image: "napari.types.LabelsData") -> "napari.types.LabelsData": """ @@ -457,6 +474,7 @@ def remove_labels_on_edges(label_image: "napari.types.LabelsData") -> "napari.ty @register_function(menu="Segmentation post-processing > Expand labels (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def expand_labels(label_image: "napari.types.LabelsData", distance: float = 1) -> "napari.types.LabelsData": """ @@ -472,6 +490,7 @@ def expand_labels(label_image: "napari.types.LabelsData", distance: float = 1) - @register_function(menu="Segmentation / labeling > Voronoi-Otsu-labeling (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def voronoi_otsu_labeling(image:"napari.types.ImageData", spot_sigma: float = 2, outline_sigma: float = 2) -> "napari.types.LabelsData": """Voronoi-Otsu-Labeling is a segmentation algorithm for blob-like structures such as nuclei and @@ -514,6 +533,7 @@ def voronoi_otsu_labeling(image:"napari.types.ImageData", spot_sigma: float = 2, @register_function(menu="Segmentation / labeling > Gauss-Otsu-labeling (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def gauss_otsu_labeling(image:"napari.types.ImageData", outline_sigma: float = 2) -> "napari.types.LabelsData": """Gauss-Otsu-Labeling can be used to segment objects such as nuclei with bright intensity on @@ -542,6 +562,7 @@ def gauss_otsu_labeling(image:"napari.types.ImageData", outline_sigma: float = 2 @register_function(menu="Segmentation / labeling > Seeded watershed (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def seeded_watershed(membranes:"napari.types.ImageData", labeled_nuclei:"napari.types.LabelsData") -> "napari.types.LabelsData": """ @@ -559,6 +580,7 @@ def seeded_watershed(membranes:"napari.types.ImageData", labeled_nuclei:"napari. return cells @register_function(menu="Segmentation / labeling > Seeded watershed with mask (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def seeded_watershed_with_mask(membranes:"napari.types.ImageData", labeled_nuclei:"napari.types.LabelsData", mask:"napari.types.LabelsData") -> "napari.types.LabelsData": """ @@ -578,6 +600,7 @@ def seeded_watershed_with_mask(membranes:"napari.types.ImageData", labeled_nucle @register_function(menu="Segmentation / labeling > Seeded watershed using local minima as seeds (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def local_minima_seeded_watershed(image:"napari.types.ImageData", spot_sigma: float = 10, outline_sigma: float = 0) -> "napari.types.LabelsData": """ @@ -607,6 +630,7 @@ def local_minima_seeded_watershed(image:"napari.types.ImageData", spot_sigma: fl @register_function(menu="Segmentation / labeling > Seeded watershed using local minima as seeds and an intensity threshold (nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def thresholded_local_minima_seeded_watershed(image:"napari.types.ImageData", spot_sigma: float = 3, outline_sigma: float = 0, minimum_intensity: float = 500) -> "napari.types.LabelsData": """ @@ -632,6 +656,7 @@ def thresholded_local_minima_seeded_watershed(image:"napari.types.ImageData", sp return new_labels @register_function(menu="Image math > Sum images (numpy, nsbatwm)", factor1={'min': -1000000, 'max': 1000000}, factor2={'min': -1000000, 'max': 1000000}) +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def sum_images(image1: "napari.types.ImageData", image2: "napari.types.ImageData", factor1: float = 1, factor2: float = 1) -> "napari.types.ImageData": """Add two images""" @@ -639,6 +664,7 @@ def sum_images(image1: "napari.types.ImageData", image2: "napari.types.ImageData @register_function(menu="Image math > Multiply images (numpy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def multiply_images(image1: "napari.types.ImageData", image2: "napari.types.ImageData") -> "napari.types.ImageData": """Multiply two images""" @@ -646,6 +672,7 @@ def multiply_images(image1: "napari.types.ImageData", image2: "napari.types.Imag @register_function(menu="Image math > Divide images (numpy, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def divide_images(image1: "napari.types.ImageData", image2: "napari.types.ImageData") -> "napari.types.ImageData": """Divide one image by another""" @@ -653,6 +680,7 @@ def divide_images(image1: "napari.types.ImageData", image2: "napari.types.ImageD @register_function(menu="Image math > Invert image (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def invert_image(image: "napari.types.ImageData") -> "napari.types.ImageData": """Invert an image. The exact math behind depends on the image type. @@ -666,6 +694,7 @@ def invert_image(image: "napari.types.ImageData") -> "napari.types.ImageData": @register_function(menu="Segmentation post-processing > Skeletonize (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') @time_slicer def skeletonize(image: "napari.types.LabelsData") -> "napari.types.LabelsData": """ @@ -745,3 +774,32 @@ def Manually_split_labels(labels_layer: "napari.layers.Labels", points_layer: "n points_layer.data = [] +@register_function(menu="Filtering / noise removal > Butterworth (scikit-image, nsbatwm)") +@jupyter_displayable_output(library_name='nsbatwm', help_url='https://www.napari-hub.org/plugins/napari-segment-blobs-and-things-with-membranes') +@time_slicer +def butterworth(image: "napari.types.ImageData", cutoff_frequency_ratio: float = 0.005, high_pass: bool = False, + order: float = 2) -> "napari.types.ImageData": + """Apply a Butterworth filter to enhance high or low frequency features. + + This filter is defined in the Fourier domain. + + Parameters + ---------- + image : (M[, N[, ..., P]][, C]) ndarray + Input image. + cutoff_frequency_ratio : float, optional + Determines the position of the cut-off relative to the shape of the + FFT. + high_pass : bool, optional + Whether to perform a high pass filter. If False, a low pass filter is + performed. + order : float, optional + Order of the filter which affects the slope near the cut-off. Higher + order means steeper slope in frequency space. + + See also + -------- + ..[0] https://scikit-image.org/docs/stable/api/skimage.filters.html#skimage.filters.butterworth + """ + from skimage.filters import butterworth as skimage_butterworth + return skimage_butterworth(image, cutoff_frequency_ratio, high_pass, order) diff --git a/napari_segment_blobs_and_things_with_membranes/_tests/test_function.py b/napari_segment_blobs_and_things_with_membranes/_tests/test_function.py index a23c0ff..cc2c9ef 100644 --- a/napari_segment_blobs_and_things_with_membranes/_tests/test_function.py +++ b/napari_segment_blobs_and_things_with_membranes/_tests/test_function.py @@ -35,7 +35,8 @@ def test_something(): multiply_images,\ divide_images,\ invert_image, \ - skeletonize + skeletonize, \ + butterworth import numpy as np @@ -67,7 +68,8 @@ def test_something(): white_tophat, morphological_gradient, local_minima_seeded_watershed, - invert_image]: + invert_image, + butterworth]: print(operation) diff --git a/requirements.txt b/requirements.txt index a273fc6..8917694 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,7 +4,8 @@ scikit-image scipy -napari-tools-menu +napari-tools-menu>=0.1.17 napari-time-slicer napari-assistant +stackview>=0.3.2 -e . diff --git a/setup.cfg b/setup.cfg index 2bdb679..52dfcb0 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = napari-segment-blobs-and-things-with-membranes -version = 0.3.1 +version = 0.3.2 author = Robert Haase author_email = robert.haase@tu-dresden.de url = https://github.com/haesleinhuepf/napari-segment-blobs-and-things-with-membranes @@ -37,9 +37,10 @@ install_requires = numpy scikit-image scipy - napari-tools-menu + napari-tools-menu>=0.1.17 napari-time-slicer>=0.4.8 napari-assistant + stackview>=0.3.2 [options.entry_points] napari.plugin =