{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "execution": {}, "id": "view-in-github" }, "source": [ "\"Open   \"Open" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Moving beyond Labels: Finetuning CNNs on BOLD response\n", "\n", "**By Neuromatch Academy**\n", "\n", "__Content creators:__ Aakash Agrawal\n", "\n", "__Production editors:__ Spiros Chavlis" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "---\n", "# Finetuning CNN using regression loss\n", "\n", "- CNN are proven to be a better model of visual cortex, but the goal of visual cortex is not limited to image classification. \n", "\n", "- Typically, to model visual cortex responses using CNNs, we - \n", "\n", " 1. Extract features of intermediate layers\n", " 2. Reduce dimensionality of the data using techniques like PCA\n", " 3. Perform regression to predict neural data. \n", "\n", "- This approach fails to predict all the variance in the data.\n", "\n", "**A better approach is to train CNNs directly on the neural response.**" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "---\n", "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install dependencies\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Building wheel for torch-intermediate-layer-getter (setup.py) ... \u001b[?25l\u001b[?25hdone\n" ] } ], "source": [ "# @title Install dependencies\n", "!pip install Pillow --quiet\n", "!pip install torch_intermediate_layer_getter --quiet" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# Imports\n", "import copy\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "\n", "import torch\n", "from torch import nn, optim\n", "from torch.utils.data import Dataset\n", "from torch_intermediate_layer_getter import IntermediateLayerGetter as MidGetter\n", "\n", "from torchvision import transforms\n", "import torchvision.models as models\n", "\n", "\n", "from scipy.spatial.distance import pdist\n", "from scipy.stats import pearsonr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downloading Kay dataset\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# @title Downloading Kay dataset\n", "import requests\n", "\n", "fnames = [\"kay_labels.npy\", \"kay_labels_val.npy\", \"kay_images.npz\"]\n", "\n", "urls =['https://osf.io/r638s/download',\n", " 'https://osf.io/yqb3e/download',\n", " 'https://osf.io/ymnjv/download']\n", "\n", "for i, url in enumerate(urls):\n", " r = requests.get(url, allow_redirects=True)\n", " with open(fnames[i], 'wb') as fh:\n", " fh.write(r.content)\n", "\n", "\n", "with np.load(fnames[2]) as dobj:\n", " dat = dict(**dobj)\n", "labels = np.load('kay_labels.npy')\n", "val_labels = np.load('kay_labels_val.npy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing example images\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "# @title Visualizing example images\n", "f, axs = plt.subplots(2, 4, figsize=(12, 6), sharex=True, sharey=True)\n", "for ax, im in zip(axs.flat, dat[\"stimuli\"]):\n", " ax.imshow(im, cmap=\"gray\")\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "---\n", "# Dataset Structure" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "`dat` has the following fields: \n", "- `stimuli`: stim $x_i \\, \\, x_j$ array of grayscale stimulus images\n", "- `stimuli_test`: stim $x_i \\, \\, x_j$ array of grayscale stimulus images in the test set \n", "- `responses`: stim $x$ voxel array of $z$-scored BOLD response amplitude\n", "- `responses_test`: stim $x$ voxel array of $z$-scored BOLD response amplitude in the test set \n", "- `roi`: array of voxel labels\n", "- `roi_names`: array of names corresponding to voxel labels" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# Converting stimulus to RGB and changing the scale to 0-255 (Specific to Kay dataset images)\n", "stimuli_tr = dat[\"stimuli\"]\n", "stimuli_ts = dat[\"stimuli_test\"]\n", "stimuli_tr_xformed = np.zeros((1750, 3, 128, 128))\n", "stimuli_ts_xformed = np.zeros((120, 3, 128, 128))\n", "for i in range(1750):\n", " img = stimuli_tr[i, :, :]\n", " img = ((img - np.min(img))*255/(np.max(img) - np.min(img))).astype(int)\n", " stimuli_tr_xformed[i, :, :, :] = [img,img,img]\n", "\n", "for i in range(120):\n", " img = stimuli_ts[i, :, :]\n", " img = ((img - np.min(img))*255/(np.max(img) - np.min(img))).astype(int)\n", " stimuli_ts_xformed[i, :, :, :] = [img, img, img]" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "---\n", "# Fine Tuning AlexNet on voxel activations\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up training and test data for LOC region\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# @title Setting up training and test data for LOC region\n", "loc_id = np.where(dat['roi'] == 7)\n", "response_tr = np.squeeze(dat[\"responses\"][:, loc_id])\n", "response_ts = np.squeeze(dat[\"responses_test\"][:, loc_id])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom dataloader for loading images in numpy array\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# @title Custom dataloader for loading images in numpy array\n", "class MyDataset(Dataset):\n", " def __init__(self, data, targets, transform=None):\n", " self.data = data\n", " self.targets = torch.LongTensor(targets)\n", " self.transform = transform\n", "\n", " def __getitem__(self, index):\n", " x = self.data[index]\n", " y = self.targets[index]\n", "\n", " if self.transform:\n", " x = Image.fromarray(self.data[index].astype(np.uint8).transpose(1, 2, 0))\n", " x = self.transform(x)\n", "\n", " return x, y\n", "\n", " def __len__(self):\n", " return len(self.data)\n", "\n", "\n", "transform = {\n", " 'train': transforms.Compose([\n", " transforms.RandomResizedCrop(224),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor(),\n", " transforms.Normalize([0.485, 0.456, 0.406],\n", " [0.229, 0.224, 0.225])\n", " ]),\n", " 'val': transforms.Compose([\n", " transforms.Resize(256),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor(),\n", " transforms.Normalize([0.485, 0.456, 0.406],\n", " [0.229, 0.224, 0.225])\n", " ]),\n", " }\n", "\n", "dataset = {}\n", "dataset['train'] = MyDataset(list(stimuli_tr_xformed),\n", " list(response_tr), transform=transform['train'])\n", "dataset['val'] = MyDataset(list(stimuli_ts_xformed),\n", " list(response_ts), transform=transform['val'])\n", "dataset_sizes = {x: len(dataset[x]) for x in ['train', 'val']}\n", "\n", "dataloaders = {x: torch.utils.data.DataLoader(dataset[x], batch_size=50) for x in ['train', 'val']}\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading: \"https://download.pytorch.org/models/alexnet-owt-7be5be79.pth\" to /root/.cache/torch/hub/checkpoints/alexnet-owt-7be5be79.pth\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b8be8875ee6e4a008261e4c5e97c0709", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=244408911.0), HTML(value='')))" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Epoch 0/4\n", "--------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n", " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "train Loss: 0.4805\n", "val Loss: 0.0503\n", "\n", "Epoch 1/4\n", "--------------------\n", "train Loss: 0.4680\n", "val Loss: 0.0503\n", "\n", "Epoch 2/4\n", "--------------------\n", "train Loss: 0.4679\n", "val Loss: 0.0501\n", "\n", "Epoch 3/4\n", "--------------------\n", "train Loss: 0.4677\n", "val Loss: 0.0500\n", "\n", "Epoch 4/4\n", "--------------------\n", "train Loss: 0.4677\n", "val Loss: 0.0499\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "# Training\n", "net = models.alexnet(pretrained=True)\n", "num_ftrs = net.classifier[6].in_features\n", "net.classifier[6] = nn.Linear(num_ftrs, np.shape(response_ts)[1])\n", "\n", "net.to(device)\n", "criterion = nn.MSELoss()\n", "learning_rate = 0.1 # Change this\n", "num_epochs = 5 # Change this\n", "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=0.9)\n", "\n", "\n", "\n", "best_model_wts = copy.deepcopy(net.state_dict())\n", "best_loss = 10.0\n", "\n", "for epoch in range(num_epochs):\n", "\tprint(f\"Epoch {epoch}/{num_epochs - 1}\")\n", "\tprint('-' * 20)\n", "\n", "\t# Each epoch has a training and validation phase\n", "\tfor phase in ['train', 'val']:\n", "\t\tif phase == 'train':\n", "\t\t\tnet.train() # Set model to training mode\n", "\t\telse:\n", "\t\t\tnet.eval() # Set model to evaluate mode\n", "\n", "\t\trunning_loss = 0.0\n", "\t\trunning_corrects = 0\n", "\n", "\t\t# Iterate over data.\n", "\t\tfor inputs, labels in dataloaders[phase]:\n", "\t\t\tinputs = inputs.to(device)\n", "\t\t\tlabels = labels.to(device)\n", "\n", "\t\t\t# zero the parameter gradients\n", "\t\t\toptimizer.zero_grad()\n", "\n", "\t\t\t# forward\n", "\t\t\t# track history if only in train\n", "\t\t\twith torch.set_grad_enabled(phase == 'train'):\n", "\t\t\t\toutputs = net(inputs)\n", "\t\t\t\tloss = criterion(outputs.float(), labels.float())\n", "\n", "\t\t\t\t# backward + optimize only if in training phase\n", "\t\t\t\tif phase == 'train':\n", "\t\t\t\t\tloss.backward()\n", "\t\t\t\t\toptimizer.step()\n", "\n", "\t\t\t# statistics\n", "\t\t\trunning_loss += loss.item() * inputs.size(0)\n", "\n", "\t\tepoch_loss = running_loss / dataset_sizes[phase]\n", "\t\tprint(f\"{phase} Loss: {epoch_loss:.4f}\")\n", "\n", "\t\t# deep copy the model\n", "\t\tif phase == 'val' and epoch_loss < best_loss:\n", "\t\t\tbest_loss = epoch_loss\n", "\t\t\tbest_model_wts = copy.deepcopy(net.state_dict())\n", "\n", "\tprint()\n", "\n", "# load best model weights\n", "net.load_state_dict(best_model_wts)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "## Extract features of all the intermediate layers from ImageNet-trained and finetuned Alexnet\n", "return_layers = {\n", " 'features.2': 'conv1',\n", " 'features.5': 'conv2',\n", " 'features.7': 'conv3',\n", " 'features.9': 'conv4',\n", " 'features.12': 'conv5',\n", " 'classifier.1': 'fc1',\n", " 'classifier.4': 'fc2',\n", " 'classifier.6': 'fc3',\n", " }\n", "\n", "# Loading AlexNet pretrained on Imagenet\n", "net_im = models.alexnet(pretrained=True)\n", "net_im.eval()\n", "net_im.to(device)\n", "\n", "\n", "# Setting up feature extraction step\n", "midfeat_ft = MidGetter(net, return_layers=return_layers, keep_output=True)\n", "midfeat_im = MidGetter(net_im, return_layers=return_layers, keep_output=True)\n", "\n", "# Loading validation data and forward pass through the network\n", "dataloaders = {x: torch.utils.data.DataLoader(dataset[x], batch_size=120) for x in ['val']}\n", "for inputs, labels in dataloaders['val']:\n", " inputs = inputs.to(device)\n", " mid_outputs_ft, _ = midfeat_ft(inputs)\n", " mid_outputs_im, _ = midfeat_im(inputs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dissimilarity - Correlation\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# @title Dissimilarity - Correlation\n", "# Loading V1 and LOC responses\n", "v1_id = np.where(dat['roi'] == 1)\n", "loc_id = np.where(dat['roi'] == 7)\n", "Rts_v1 = np.squeeze(dat[\"responses_test\"][:, v1_id])\n", "Rts_lo = np.squeeze(dat[\"responses_test\"][:, loc_id])\n", "\n", "# Observed dissimilarity - Correlation\n", "fMRI_dist_metric_ft = \"euclidean\" # ['correlation', 'euclidean']\n", "fMRI_dist_metric_im = \"correlation\" # ['correlation', 'euclidean']\n", "\n", "Alexnet_ft_dist_metric = \"euclidean\" # ['correlation', 'euclidean']\n", "Alexnet_im_dist_metric = \"correlation\" # ['correlation', 'euclidean']\n", "\n", "dobs_v1_ft = pdist(Rts_v1, fMRI_dist_metric_ft)\n", "dobs_lo_ft = pdist(Rts_lo, fMRI_dist_metric_ft)\n", "dobs_v1_im = pdist(Rts_v1, fMRI_dist_metric_im)\n", "dobs_lo_im = pdist(Rts_lo, fMRI_dist_metric_im)\n", "\n", "# Comparing representation of V1 and LOC across different layers of Alexnet\n", "r, p = np.zeros((4, 8)), np.zeros((4, 8))\n", "for i,l in enumerate(mid_outputs_ft.keys()):\n", " dnet_ft = pdist(torch.flatten(mid_outputs_ft[l], 1, -1).cpu().detach().numpy(),\n", " Alexnet_ft_dist_metric)\n", " dnet_im = pdist(torch.flatten(mid_outputs_im[l], 1, -1).cpu().detach().numpy(),\n", " Alexnet_im_dist_metric)\n", " r[0, i], p[0, i] = pearsonr(dnet_ft, dobs_v1_ft)\n", " r[1, i], p[1, i] = pearsonr(dnet_im, dobs_v1_im)\n", " r[2, i], p[2, i] = pearsonr(dnet_ft, dobs_lo_ft)\n", " r[3, i], p[3, i] = pearsonr(dnet_im, dobs_lo_im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting correlation between observed and predicted dissimilarity values\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {}, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "# @title Plotting correlation between observed and predicted dissimilarity values\n", "plt.bar(range(8), r[0, :], alpha=0.5)\n", "plt.bar(range(8), r[1, :], alpha=0.5)\n", "plt.legend(['Fine Tuned', 'Imagenet'])\n", "plt.ylabel('Correlation coefficient')\n", "plt.title('Match to V1')\n", "plt.xticks(range(8), mid_outputs_ft.keys())\n", "plt.show()\n", "\n", "plt.figure()\n", "plt.bar(range(8), r[2, :], alpha=0.5)\n", "plt.bar(range(8), r[3, :], alpha=0.5)\n", "plt.legend(['Fine Tuned', 'Imagenet'])\n", "plt.ylabel('Correlation coefficient')\n", "plt.title('Match to LOC')\n", "plt.xticks(range(8), mid_outputs_ft.keys())\n", "plt.show()" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "include_colab_link": true, "name": "finetuning_fmri", "provenance": [], "toc_visible": true }, "kernel": { "display_name": "Python 3", "language": "python", "name": "python3" }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }