src/rf_categorization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "import imageio.v3 as iio\n",
    "import os\n",
    "from sklearn.manifold import TSNE\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from receptive_fields.util.activation_visualization import multiplot\n",
    "from receptive_fields.util.image import fit_gabor_filter\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"../resources/example_rfs\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs = []\n",
    "files = os.listdir(path)\n",
    "files = np.sort(files)\n",
    "for file in files:\n",
    "    imgs.append(iio.imread(os.path.join(path, file)))\n",
    "\n",
    "stds = [np.std(img) for img in imgs]\n",
    "means = [np.mean(img) for img in imgs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "gabor_fit = [fit_gabor_filter(img.swapaxes(0,2)[0])[1] for img in imgs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsne_img = [img.flatten() for img in imgs[64:96]]\n",
    "embed = TSNE(n_components=2).fit_transform(imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "x = stds\n",
    "y = gabor_fit\n",
    "indices = [i for i in range(len(x))]\n",
    "c = np.array(indices) // 32\n",
    "plt.scatter(x,y, c=c)\n",
    "for i, txt in enumerate(indices):\n",
    "    plt.annotate(txt, (x[i],y[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0, dtype=torch.uint8)"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.from_numpy(np.array(imgs[32])).min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1200 with 32 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multiplot(eff_rfs=torch.from_numpy(np.array(imgs[32:64])).float().movedim(-1,-3)/255)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "receptive-fields",
   "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": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}