{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "execution": {}, "id": "view-in-github" }, "source": [ " " ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Data loader" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "## Summary\n", "\n", "Here we will load data from Cichy et al. 2014 [1]. The data consist of fMRI responses from early visual cortex (EVC) and inferior temporal (IT) cortex and MEG responses at different timepoints in the form of representational dissimilarity matrices (RDMs) to 92 images. These images belong to different categories as shown in the Figure below." ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "## Representational Similarity Analysis (RSA)\n", "\n", "RSA is a method to relate signals from different source spaces (such as behavior, neural responses, DNN activations) by abstracting signals from\n", "separate source spaces into a common similarity space. For this, in each source space, condition-specific responses are compared to each other for dissimilarity (e.g., by calculating Euclidean distances between signals), and the values are aggregated in so-called representational dissimilarity matrices (RDMs) indexed in rows and columns by the conditions compared. RDMs thus summarize the representational geometry of the source space signals. Different from source space signals themselves, RDMs from different sources spaces are directly comparable to each other for similarity and thus can relate signals from different spaces.\n", "\n", "The figure below illustrates how RSA can be applied to different problems by comparing RDMs of different modalities/species." ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "## Data from Cichy et al., 2014\n", "\n", "In the cells below, we will download and visualize MEG and fMRI RDMs. Please refer Figure 1 in [1] to learn details about the image category order in RDMs." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# Imports\n", "import os\n", "import cv2\n", "import glob\n", "import h5py\n", "import time\n", "import random\n", "import urllib\n", "import pickle\n", "import argparse\n", "\n", "import numpy as np\n", "import nibabel as nib\n", "import scipy.io as sio\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "from PIL import Image\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA, IncrementalPCA\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.utils.model_zoo as model_zoo\n", "from torch.autograd import Variable as V\n", "from torchvision import transforms as trn" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "# @title Load mat files\n", "def loadmat(matfile):\n", " \"\"\"Function to load .mat files.\n", " Parameters\n", " ----------\n", " matfile : str\n", " path to `matfile` containing fMRI data for a given trial.\n", " Returns\n", " -------\n", " dict\n", " dictionary containing data in key 'vol' for a given trial.\n", " \"\"\"\n", " try:\n", " f = h5py.File(matfile)\n", " except (IOError, OSError):\n", " return sio.loadmat(matfile)\n", " else:\n", " return {name: np.transpose(f.get(name)) for name in f.keys()}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downlading data...\n", "Download completed!\n" ] } ], "source": [ "# @title Data download and unzip in `data/`\n", "\n", "import os, zipfile, requests\n", "\n", "fname = 'data.zip'\n", "url = \"https://osf.io/7vpyh/download\"\n", "\n", "if not os.path.isfile(fname):\n", " try:\n", " r = requests.get(url)\n", " except requests.ConnectionError:\n", " print(\"!!! Failed to download data !!!\")\n", " else:\n", " if r.status_code != requests.codes.ok:\n", " print(\"!!! Failed to download data !!!\")\n", " else:\n", " print(\"Downlading data...\")\n", " with open(fname, \"wb\") as fid:\n", " fid.write(r.content)\n", " with zipfile.ZipFile(fname, 'r') as zip_ref:\n", " zip_ref.extractall('data/')\n", " print(\"Download completed!\")" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "## Loading MEG RDMs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(16, 2, 1301, 92, 92)\n" ] } ], "source": [ "# Load MEG RDMs for each time point for all subjects all sessions\n", "MEG_RDMs = loadmat(\"data/MEG_decoding_RDMs.mat\")['MEG_decoding_RDMs']\n", "print(MEG_RDMs.shape)" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "Shape of RDM is `num_subjects x num_sessions x num_timepoints x num_stimulus x num_stimulus`" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# average RDM across subjects and sessions\n", "MEG_RDM_sub_averaged = np.mean(MEG_RDMs, axis=(0, 1))\n", "del MEG_RDMs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [ { "data": { "image/png": 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\n", 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