{ "cells": [ { "cell_type": "markdown", "id": "0", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "```{eval-rst}\n", ".. include:: sinebow.rst\n", "\n", "```\n", "\n", "{sinebow27}`Logo`\n", "==================\n", "\n", "This is a little cute: Omnipose can \"segment\" text using the `bact_phase_omni` model. Semantic segmentation of uniform, \n", "disjoint shapes on a uniform background is absolutely no feat, but it is amusing that a neural network trained purely on\n", "phase contrast images of bacteria gives such reasonable output on something so different from the training set. \n", "Also, the over-segmentation at cusps hints that the network has learned to pick up on local morphology. \n", "\n", "To make the Omnipose logo/title/favicon, I first generate some rasterized text images with roughly the same mean diameter as the bacteria in my training set: " ] }, { "cell_type": "code", "execution_count": null, "id": "1", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "%%capture --no-display \n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": null, "id": "2", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "dark" }, "output_type": "display_data" } ], "source": [ "\n", "\n", "# Make some text images\n", "\n", "from PIL import Image, ImageDraw, ImageFont\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.style.use('dark_background')\n", "import matplotlib as mpl\n", "%matplotlib inline\n", "mpl.rcParams['figure.dpi'] = 300\n", "\n", "from omnipose.measure import bbox_to_slice\n", "\n", "tsizes = [60]\n", "texts = [\"Omnipose\",\"O\"]\n", "imgs = []\n", "for textsize in tsizes:\n", " fonts = [ImageFont.truetype(f, textsize) for f in [\"SFNSRounded.ttf\"]]\n", " # fonts = [ImageFont.truetype(f, textsize) for f in [\"Arial.ttf\"]]\n", " for text in texts:\n", " for font in fonts:\n", " size = np.array([textsize*len(text)*2, textsize*2])\n", " im = Image.new(\"RGB\", tuple(size), \"white\")\n", " d = ImageDraw.Draw(im)\n", " center = size/2\n", " anchor = \"mm\"\n", " d.text(center, text, fill=\"black\", anchor=anchor, font=font)\n", " bbox = d.textbbox(center, text, anchor=anchor, font=font)\n", " bbox = [bbox[1],bbox[0],bbox[3],bbox[2]] # reverse x, y\n", " im = np.array(im)\n", " shape = im.shape[:2]\n", " slc = bbox_to_slice(bbox,shape,pad = 3)\n", " im = im[slc]\n", " imgs.append(im)\n", " \n", "\n", " fig = plt.figure(figsize=(1,1))\n", " fig.patch.set_facecolor([0]*4)\n", " \n", " \n", " plt.imshow(im)\n", " plt.axis('off')\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "3", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "{header-2}`Segmentation`\n", "------------------------\n", "I will then segment these image with the standard settings:" ] }, { "cell_type": "code", "execution_count": null, "id": "4", "metadata": { "editable": true, "mystnb": { "image": { "align": "center", "width": "100%" } }, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[38;5;78m2025-06-28 01:35:10,274\t[INFO] cellpose_omni/models.py \t line 436\t>>bact_phase_omni<< model set to be used\u001b[0m\n", "\u001b[38;5;74m2025-06-28 01:35:10,276\t[INFO] cellpose_omni/core.py assi...evice()\t line 67\tUsing GPU.\u001b[0m\n", "\u001b[38;5;74m2025-06-28 01:35:10,540\t[INFO] __init__....()\t line 173\tu-net config: ([2, 32, 64, 128, 256], 4, 2)\u001b[0m\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0b508b1327a945649ddbea6492b0aba0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": { "needs_background": "dark" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "dark" }, "output_type": "display_data" } ], "source": [ "%%capture --no-display \n", "from cellpose_omni import plot, models, core\n", "import omnipose\n", "\n", "model_name = 'bact_phase_omni'\n", "use_GPU = core.use_gpu()\n", "model = models.CellposeModel(gpu=use_GPU, model_type=model_name)\n", "\n", "\n", "chans = [0,0] #this means segment based on first channel, no second channel \n", "nimg = len(imgs)\n", "n = range(nimg) \n", "\n", "# define parameters\n", "mask_threshold = 1\n", "verbose = 0 \n", "use_gpu = use_GPU \n", "transparency = True \n", "rescale=None\n", "omni = True \n", "flow_threshold = 0 \n", "resample = True \n", "cluster = False\n", "\n", "masks, flows, styles = model.eval([imgs[i][...,-1] for i in n],\n", " channels=chans,\n", " rescale=rescale,\n", " mask_threshold=mask_threshold,\n", " transparency=transparency,\n", " flow_threshold=flow_threshold,\n", " omni=omni,resample=resample,\n", " verbose=verbose, \n", " cluster=cluster)\n", "\n", "\n", "mpl.rcParams['figure.dpi'] = 300\n", "plt.style.use('dark_background')\n", "\n", "for idx,i in enumerate(n):\n", "\n", " maski = masks[idx] # get masks\n", " bdi = flows[idx][-1] # get boundaries\n", " flowi = flows[idx][0] # get RGB flows \n", "\n", " # set up the output figure to better match the resolution of the images \n", " # f = 10\n", " # szX = maski.shape[-1]/mpl.rcParams['figure.dpi']*f\n", " # szY = maski.shape[-2]/mpl.rcParams['figure.dpi']*f\n", " szX,szY = 10,10\n", " fig = plt.figure(figsize=(szY,szX*4))\n", " fig.patch.set_facecolor([0]*4)\n", " \n", " plot.show_segmentation(fig, omnipose.utils.normalize99(imgs[i]), \n", " maski, flowi, bdi, channels=chans, omni=True, interpolation=None)\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "5", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "I landed on this font because it is one of Apple's system defaults (and therefore works well with the system fonts used on our website when viewed on Apple devices), and I chose this scale because it is very close to bacteria and showed a good amount of 'segmentation' in the M, N, P, and E from purely local morphology (cusps). This gives reasonable output at higher-resolution text (wider 'cells'), but it starts to hallucinate output between objects if the size gets too large. \n", "\n", "\n", "{header-2}`Adjusting transparency`\n", "----------------------------------\n", "The transparency (alpha channel) is set by the flow magnitude, and the color (RGB channels) is set by the flow angle according to a shifted sinebow relation:\n", "```python\n", "angles = np.arctan2(dP[1], dP[0])+np.pi\n", "r = ((np.cos(angles)+1)/2)\n", "g = ((np.cos(angles+2*np.pi/3)+1)/2)\n", "b =((np.cos(angles+4*np.pi/3)+1)/2)\n", "```\n", "(a is just a constant, not alpha). The slight tinge of green comes from the fact that {py}`np.arctan2(0,0)=0` and {py}`((np.cos(0+2*np.pi/3)+1)/2) = 1/4`. I'll try two ways to remove it: \n", "first by removing any average background bias, second by adjusting the alpha channel so that the background alpha is 0 on average. " ] }, { "cell_type": "code", "execution_count": null, "id": "6", "metadata": { "editable": true, "mystnb": { "image": { "align": "center", "width": "100%" } }, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "avarage bias is [0.062608756, 0.06555136], average angle is 0.25730722792217886 pi rad.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "dark" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "avarage bias is [0.061921515, 0.06161317], average angle is 0.24920548520168206 pi rad.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "dark" }, "output_type": "display_data" } ], "source": [ "import skimage.io\n", "import os\n", "from omnipose.utils import normalize99, rescale\n", "from scipy.ndimage import zoom\n", "from pathlib import Path\n", "\n", "omnidir = Path(omnipose.__file__).parent.parent.parent\n", "basedir = os.path.join(omnidir,'docs','_static')\n", "names = ['logo.png','icon.ico']\n", "ext = '.png'\n", "\n", "for idx,i in enumerate(n):\n", "\n", " maski = masks[idx]\n", " flowi = flows[idx][0]\n", " dPi = flows[idx][1]\n", " bias = [np.mean(d[maski==0]) for d in dPi]\n", " angle = np.arctan2(bias[1], bias[0]) / np.pi\n", " print('avarage bias is {}, average angle is {} pi rad.'.format(bias,angle))\n", " dPi_new = np.stack([np.clip(d - b,-np.inf,np.inf) for d,b in zip(dPi,bias)])\n", " flowi_new = plot.dx_to_circ(dPi_new,transparency=True)\n", " \n", " flowi_3 = flowi.copy()\n", " alpha = flowi_3[...,-1]\n", " flowi_3[...,-1] = rescale(np.clip(alpha-np.mean(alpha[maski==0]),0,np.inf))*255\n", " \n", " f = 30\n", " szX = maski.shape[-1]/mpl.rcParams['figure.dpi']*f\n", " szY = maski.shape[-2]/mpl.rcParams['figure.dpi']*f\n", " fig = plt.figure(figsize=(szY,szX*4))\n", " fig.patch.set_facecolor([0]*4)\n", " \n", " plt.imshow(np.hstack([flowi,flowi_new,flowi_3]))\n", " plt.axis('off')\n", " plt.show()\n", " # aplha channel correction is the winner\n", " # also rescale the image without interpolation so that, when displayed as favicon etc., it is not as smoothed out - we want to show real output \n", " skimage.io.imsave(os.path.join(basedir,names[idx]),zoom(flowi_3,(3,)*(flowi.ndim-1)+(1,),order=0)) \n", " " ] }, { "cell_type": "markdown", "id": "7", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Turns out that subtracting off the flow component bias introduces some over-correction in places, leading to some discoloration. So, alpha adjustment it is. It might be hard for you to see it, but I can. This level of pixel-peeping is how I made my ground-truth data ;-) \n", "\n", "{header-2}`Exporting`\n", "---------------------\n", "Favicons need to be a particular resolution. For now I am making a multi-scale .ico, but that isn't working properly on Safari (too pixelated). Seems like multiple separate PNGs is the way to go moving forward. " ] }, { "cell_type": "code", "execution_count": null, "id": "8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from PIL import Image\n", "filename = os.path.join(basedir,names[-1])\n", "zimgs = []\n", "\n", "for j,sz in enumerate([(32,32), (128,128), (180,180), (192,192)]):\n", " scale = np.array(sz)/np.array(flowi_3.shape[0:2])\n", " zimg = zoom(flowi_3,tuple(scale)+(1,),order=(np.max(scale)<1)) \n", " zimgs.append(zimg)\n", " # plt.imshow(zimg)\n", " # plt.axis('off')\n", " # plt.show()\n", " # zimg.shape\n", "\n", "icon = Image.fromarray(zimgs[0], 'RGBA')\n", "icon.save(filename,append_images=[Image.fromarray(z, 'RGBA') for z in zimgs[1:]])" ] }, { "cell_type": "code", "execution_count": null, "id": "9", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "keep_output": true, "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }