diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9433a6d --- /dev/null +++ b/.gitignore @@ -0,0 +1,8 @@ +cresi/ +Proposal/ +roadtracer/ +cache/ +*.png +*.osm +lightning_logs/ +*.npy \ No newline at end of file diff --git a/README.md b/README.md deleted file mode 100644 index b532b8d..0000000 --- a/README.md +++ /dev/null @@ -1,2 +0,0 @@ -# UrbanCompProject -Data and codes for Urban Computing course final project diff --git a/get_images.py b/get_images.py new file mode 100644 index 0000000..bfb899c --- /dev/null +++ b/get_images.py @@ -0,0 +1,86 @@ +import os +import math +import requests +from PIL import Image +from pathlib import Path + + +# Constants +ZOOM = 19 +TILE_SIZE = 4096 +SUB_TILE_SIZE = 512 +ORIGIN_SHIFT = 2 * math.pi * 6378137 / 2.0 + +# Define the region map +region_map = { + "amsterdam": [52.376805, 4.882880, 52.363139, 4.904190], + "london": [51.510040, -0.027977, 51.494132, -0.008300], + "utrecht": [52.0, 4.9, 52.2, 5.1], + "copenhagen": [55.6, 12.4, 55.8, 12.7], + "strasbourg": [48.5, 7.6, 48.7, 7.8], + "paris": [48.8, 2.2, 49.0, 2.5], +} + + +def get_regions(): + regions = [] + for name, array in region_map.items(): + center_gps = ((array[1] + array[3]) / 2, (array[0] + array[2]) / 2) + radius_x = math.ceil(abs(array[3] - array[1]) * 810 * 2 / 576) + radius_y = math.ceil(abs(array[2] - array[0]) * 500 * 2 / 576) + # print(radius_x, radius_y) + # if name in ["denver", "kansas city", "san diego", "pittsburgh", "montreal", "vancouver", "tokyo", "saltlakecity", "paris", "amsterdam"]: + # radius_x = 1 + # radius_y = 1 + regions.append((name, center_gps, radius_x, radius_y)) + return regions + + + +def get_satellite_image(center_gps, zoom, api_key): + request = "https://maps.googleapis.com/maps/api/staticmap?center="+str(center_gps[1])+","+str(center_gps[0])+"&zoom="+str(zoom)+"&key="+api_key+"&size=576x576&maptype=satellite" + # print(request) + response = requests.get(request) + f = open("data/imagery/test.png", "wb") + f.write(response.content) + f.close() + image = Image.open("data/imagery/test.png") + return image + +def main(api_key, out_dir): + regions = get_regions() + print(regions) + SIZE = 10 + s = 0 - (SIZE // 2) + l = (SIZE // 2) + 1 + boundsDict = {} + for region in regions: + largerimage = Image.new('RGB', (576*(SIZE+1), 576*(SIZE+1))) + print(largerimage.size) + minX, minY = math.inf, math.inf + maxX, maxY = 0, 0 + for x in range(s, l): + for y in range(s, l): + center_gps = (region[1][0] + x * 810.0 / float(2 ** ZOOM), region[1][1] + y * 500.0 / float(2 ** ZOOM)) + # Print bounding box + bounding = ((center_gps[1] - 405 / float(2 ** ZOOM)), (center_gps[0] - 288 / float(2 ** ZOOM)), (center_gps[1] + 405 / float(2 ** ZOOM)), (center_gps[0] + 288 / float(2 ** ZOOM))) + # print(center_gps) + print(x, y) + if bounding[0] < minX: + minX = bounding[0] + if bounding[1] < minY: + minY = bounding[1] + if bounding[2] > maxX: + maxX = bounding[2] + if bounding[3] > maxY: + maxY = bounding[3] + image = get_satellite_image(center_gps, ZOOM, api_key) + largerimage.paste(image, ((x-s)*576, (-y-s)*576)) + largerimage.save(os.path.join(out_dir, f"{region[0]}.png")) + boundsDict[region[0]] = (minX, minY, maxX, maxY) + print(boundsDict) +if __name__ == "__main__": + import sys + api_key = os.environ("MAPS_API_KEY") + out_dir = "data/imagery" + main(api_key, out_dir) \ No newline at end of file diff --git a/get_masks.py b/get_masks.py new file mode 100644 index 0000000..2201e2f --- /dev/null +++ b/get_masks.py @@ -0,0 +1,27 @@ +import osmnx as ox +import numpy as np +import networkx as nx +import matplotlib.pyplot as plt +from PIL import Image + +regions = {'amsterdam': (52.36443115222168, 4.885260921630859, 52.37551284777832, 4.901809078369141), 'london': (51.49654515222168, -0.026412578369140623, 51.50762684777832, 0), 'utrecht': (52.09445915222168, 4.991725921630859, 52.10554084777832, 5.008274078369141), 'copenhagen': (55.69445915222168, 12.54172592163086, 55.70554084777832, 12.558274078369141), 'strasbourg': (48.59445915222168, 7.691725921630859, 48.60554084777832, 7.70827407836914), 'paris': (48.89445915222168, 2.3417259216308595, 48.90554084777832, 2.3582740783691407)} + +for region in regions: + G_road = ox.graph_from_bbox((regions[region][1], regions[region][0], regions[region][3], regions[region][2]), network_type='drive') + G_bike = ox.graph_from_bbox((regions[region][1], regions[region][0], regions[region][3], regions[region][2]), network_type='bike') + # Make figure same size as image + # fig, ax = plt.subplots(figsize=(2880/300, 2880/300), dpi=300) + fig, ax = ox.plot_graph(G_bike, show=False, close=False, node_size=0, edge_color='b', edge_linewidth=5, bgcolor='#000') + fig, ax = ox.plot_graph(G_road, show=False, close=False, node_size=0, edge_color='r', edge_linewidth=6, bgcolor='#000', ax=ax) + plt.axis('off') + SIZE = 10 + size = 576*(SIZE+1), 576*(SIZE+1) + fig.set_size_inches(size[0]/300, size[1]/300) + plt.gca().set_position([0, 0, 1, 1]) + plt.gca().set_xlim([regions[region][1], regions[region][3]]) + plt.gca().set_ylim([regions[region][0], regions[region][2]]) + plt.savefig(f"data/masks/{region}.png", pad_inches=0, dpi=300) + plt.close() + # Resize to 2880x2880 + + print(f"Saved {region}.png") \ No newline at end of file diff --git a/masks.ipynb b/masks.ipynb new file mode 100644 index 0000000..67c85b5 --- /dev/null +++ b/masks.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import osmnx as ox\n", + "# %matplotlib inline\n", + "G_bike = ox.graph_from_place('Amsterdam, NL', network_type='bike')\n", + "G_road = ox.graph_from_place('Amsterdam, NL', network_type='drive')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "\n", + "# Merge the two graphs, with different colors\n", + "# Plot the graph\n", + "fig, ax = ox.plot_graph(G_bike, edge_color='r', node_size=0, edge_linewidth=0.5, bgcolor='black', show=False, close=False)\n", + "fig, ax = ox.plot_graph(G_road, edge_color='b', node_size=0, edge_linewidth=0.2, ax=ax, bgcolor='black', show=False, close=False)\n", + "\n", + "# Save the plot\n", + "plt.savefig('amsterdam_mask.png')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/model.ipynb b/model.ipynb new file mode 100644 index 0000000..f777a72 --- /dev/null +++ b/model.ipynb @@ -0,0 +1,410 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ[\"SM_FRAMEWORK\"] = \"tf.keras\"\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"] = '0' #use GPU with ID=0\n", + "\n", + "import numpy as np\n", + "from PIL import Image\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_to_binary(img, threshold=128):\n", + " # Convert image to numpy array\n", + " img_array = np.array(img)\n", + " \n", + " # Extract the alpha channel\n", + " alpha_channel = img_array[:, :, 3]\n", + " # Create a binary mask for red and blue pixels\n", + " red_mask = (img_array[:, :, 0] > threshold) & (img_array[:, :, 1] < threshold) & (img_array[:, :, 2] < threshold)\n", + " blue_mask = (img_array[:, :, 0] < threshold) & (img_array[:, :, 1] < threshold) & (img_array[:, :, 2] > threshold)\n", + " \n", + " # Initialize binary image with zeros\n", + " binary_image = np.zeros_like(alpha_channel, dtype=np.uint8)\n", + " \n", + " # Assign class labels\n", + " binary_image[red_mask] = 1\n", + " binary_image[blue_mask] = 2\n", + "\n", + " \n", + " return binary_image" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# load images and convert them to numpy arrays\n", + "real_images_dir = 'data/imagery/'\n", + "mask_images_dir = 'data/masks/'\n", + "\n", + "x_train = []\n", + "y_train = []\n", + "x_test = []\n", + "y_test = []\n", + "\n", + "for item in os.listdir(real_images_dir):\n", + " if item.endswith('.png') and not item.startswith('test'):\n", + " real_img = Image.open(real_images_dir + item)\n", + " mask_img = Image.open(mask_images_dir + item)\n", + " # Divide the image into 256x256 patches\n", + " real_img_array = np.array(real_img)\n", + " mask_img_array = convert_to_binary(mask_img)\n", + " tiles_real = [real_img_array[x:x+576,y:y+576] for x in range(0,real_img_array.shape[0],576) for y in range(0,real_img_array.shape[1],576)]\n", + " tiles_mask = [mask_img_array[x:x+576,y:y+576] for x in range(0,mask_img_array.shape[0],576) for y in range(0,mask_img_array.shape[1],576)]\n", + " x_train.extend(tiles_real)\n", + " y_train.extend(tiles_mask)\n", + "\n", + "x_train = np.array(x_train)\n", + "y_train = np.array(y_train)\n", + "\n", + "# Shuffle the data\n", + "permutation = np.random.permutation(len(x_train))\n", + "x_train = x_train[permutation]\n", + "y_train = y_train[permutation]\n", + "\n", + "# Split the data into training and testing sets\n", + "split = int(0.8 * len(x_train))\n", + "x_test = x_train[split:]\n", + "y_test = y_train[split:]\n", + "x_train = x_train[:split]\n", + "y_train = y_train[:split]\n", + "\n", + "# Save as numpy arrays\n", + "np.save('data/train_images.npy', x_train)\n", + "np.save('data/train_masks.npy', y_train)\n", + "np.save('data/test_images.npy', x_test)\n", + "np.save('data/test_masks.npy', y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1, 2)\n", + "print(y_train[41])\n", + "ax[0].imshow(x_train[41])\n", + "ax[1].imshow(y_train[41])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "del x_train, y_train, x_test, y_test\n", + "gc.collect()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "from torch.utils.data import DataLoader, Dataset\n", + "from torchvision import transforms\n", + "import torchmetrics\n", + "\n", + "# Define the U-Net model\n", + "class UNet(nn.Module):\n", + " def __init__(self):\n", + " super(UNet, self).__init__()\n", + " self.encoder1 = nn.Sequential(\n", + " nn.Conv2d(3, 64, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True),\n", + " nn.Conv2d(64, 64, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " self.pool1 = nn.MaxPool2d(kernel_size=2, stride=2)\n", + " \n", + " self.encoder2 = nn.Sequential(\n", + " nn.Conv2d(64, 128, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True),\n", + " nn.Conv2d(128, 128, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " self.pool2 = nn.MaxPool2d(kernel_size=2, stride=2)\n", + " \n", + " self.middle = nn.Sequential(\n", + " nn.Conv2d(128, 256, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True),\n", + " nn.Conv2d(256, 256, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " \n", + " self.upconv2 = nn.ConvTranspose2d(256, 128, kernel_size=2, stride=2)\n", + " self.decoder2 = nn.Sequential(\n", + " nn.Conv2d(256, 128, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True),\n", + " nn.Conv2d(128, 128, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " \n", + " self.upconv1 = nn.ConvTranspose2d(128, 64, kernel_size=2, stride=2)\n", + " self.decoder1 = nn.Sequential(\n", + " nn.Conv2d(128, 64, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True),\n", + " nn.Conv2d(64, 64, kernel_size=3, padding=1),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " \n", + " self.final_conv = nn.Conv2d(64, 1, kernel_size=1)\n", + " \n", + " def forward(self, x):\n", + " enc1 = self.encoder1(x)\n", + " enc2 = self.encoder2(self.pool1(enc1))\n", + " middle = self.middle(self.pool2(enc2))\n", + " dec2 = self.decoder2(torch.cat([self.upconv2(middle), enc2], dim=1))\n", + " dec1 = self.decoder1(torch.cat([self.upconv1(dec2), enc1], dim=1))\n", + " return torch.sigmoid(self.final_conv(dec1))\n", + "\n", + "class SegmentationDataset(Dataset):\n", + " def __init__(self, images_path, masks_path, transform=None):\n", + " self.images = np.load(images_path)\n", + " self.masks = np.load(masks_path)\n", + " self.transform = transform\n", + "\n", + " def __len__(self):\n", + " return len(self.images)\n", + "\n", + " def __getitem__(self, idx):\n", + " image = self.images[idx]\n", + " mask = self.masks[idx]\n", + " \n", + " if self.transform:\n", + " image = self.transform(image)\n", + " mask = self.transform(mask)\n", + " \n", + " return image, mask\n", + "\n", + "# Function to preprocess the images\n", + "def preprocess_images(images_path, masks_path, batch_size=6, image_size=(576, 576)):\n", + " transform = transforms.Compose([\n", + " transforms.ToTensor()\n", + " ])\n", + " \n", + " dataset = SegmentationDataset(images_path, masks_path, transform=transform)\n", + " dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)\n", + " \n", + " return dataloader\n", + "\n", + "# Function to post-process the outputs\n", + "def postprocess_outputs(outputs):\n", + " masks = []\n", + " for output in outputs:\n", + " output = output.squeeze(0) # Remove batch dimension\n", + " output = output.detach().cpu().numpy()\n", + " # output = (output > 0.5).astype('uint8') # Apply threshold\n", + " masks.append(output)\n", + " return masks\n", + "\n", + "# Function to test the model on a batch of images\n", + "def test_model_batch(model, dataloader):\n", + " model.eval()\n", + " all_masks = []\n", + " all_image_names = []\n", + " with torch.no_grad():\n", + " for images, image_names in dataloader:\n", + " images = images.to('cuda')\n", + " outputs = model(images)\n", + " outputs = nn.functional.interpolate(outputs, size=(576, 576), mode='bilinear', align_corners=False, recompute_scale_factor=False)\n", + " masks = postprocess_outputs(outputs)\n", + " all_masks.extend(masks)\n", + " all_image_names.extend(image_names)\n", + " return all_masks, all_image_names\n", + "\n", + "# Load the dataset\n", + "image_dir = 'data/train_images.npy'\n", + "mask_dir = 'data/train_masks.npy'\n", + "train_loader = preprocess_images(image_dir, mask_dir, batch_size=2) # Reduce batch size\n", + "\n", + "# Initialize the model, loss function, and optimizer\n", + "model = UNet()\n", + "model = model.to('cuda')\n", + "# Define Dice Loss\n", + "class DiceLoss(nn.Module):\n", + " def __init__(self):\n", + " super(DiceLoss, self).__init__()\n", + "\n", + " def forward(self, inputs, targets, smooth=1):\n", + " inputs = inputs.view(-1)\n", + " targets = targets.view(-1)\n", + " intersection = (inputs * targets).sum()\n", + " dice = (2. * intersection + smooth) / (inputs.sum() + targets.sum() + smooth)\n", + " return 1 - dice\n", + "\n", + "# Define Jaccard Loss\n", + "class JaccardLoss(nn.Module):\n", + " def __init__(self):\n", + " super(JaccardLoss, self).__init__()\n", + "\n", + " def forward(self, inputs, targets, smooth=1):\n", + " inputs = inputs.view(-1)\n", + " targets = targets.view(-1)\n", + " intersection = (inputs * targets).sum()\n", + " total = (inputs + targets).sum()\n", + " union = total - intersection\n", + " jaccard = (intersection + smooth) / (union + smooth)\n", + " return 1 - jaccard\n", + "\n", + "# Initialize the loss function\n", + "criterion = JaccardLoss() # or JaccardLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Training loop \n", + "num_epochs = 20\n", + "losses = []\n", + "\n", + "for epoch in range(num_epochs):\n", + " model.train()\n", + " running_loss = 0.0\n", + " for i, (images, masks) in enumerate(train_loader):\n", + " images = images.to('cuda')\n", + " masks = masks.to('cuda')\n", + " \n", + " optimizer.zero_grad()\n", + " outputs = model(images)\n", + " outputs = nn.functional.interpolate(outputs, size=(576, 576), mode='bilinear', align_corners=False)\n", + " loss = criterion(outputs, masks)\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " running_loss += loss.item()\n", + " \n", + " epoch_loss = running_loss / len(train_loader)\n", + " losses.append(epoch_loss)\n", + " print(f'Epoch [{epoch+1}/{num_epochs}], Loss: {epoch_loss}')\n", + "\n", + "# Save the trained model\n", + "torch.save(model.state_dict(), 'trained_model.pth')\n", + "\n", + "# Plot the training loss\n", + "plt.figure()\n", + "plt.plot(range(1, num_epochs + 1), losses, marker='o')\n", + "plt.title('Training Loss Over Epochs')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Loss')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "print(torch.cuda.memory_summary())\n", + "torch.cuda.empty_cache()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the trained model\n", + "model = UNet()\n", + "model.load_state_dict(torch.load('trained_model.pth'))\n", + "model = model.to('cuda') # Move the model to GPU\n", + "\n", + "# Convert the model to evaluation mode\n", + "model.eval()\n", + "\n", + "# Test the model on a batch of images\n", + "# masks, image_names = test_model_batch(model, train_loader)\n", + "\n", + "# # Display the results\n", + "# images, actual_masks = next(iter(train_loader))\n", + "# fig, ax = plt.subplots(1, 3)\n", + "# ax[0].imshow(images[0].cpu().numpy().transpose(1, 2, 0))\n", + "# ax[1].imshow(masks[0], cmap='gray')\n", + "# ax[2].imshow(actual_masks[0].cpu().numpy().squeeze(), cmap='gray')\n", + "\n", + "# Load the test dataset\n", + "image_dir = 'data/test_images.npy'\n", + "mask_dir = 'data/test_masks.npy'\n", + "\n", + "test_loader = preprocess_images(image_dir, mask_dir)\n", + "\n", + "# Test the model on the test dataset\n", + "masks, image_names = test_model_batch(model, test_loader)\n", + "\n", + "# Display the results\n", + "images, actual_masks = next(iter(test_loader))\n", + "fig, ax = plt.subplots(3, 3, figsize=(15, 15))\n", + "ax[0, 0].imshow(images[0].cpu().numpy().transpose(1, 2, 0))\n", + "ax[0, 1].imshow(masks[0], cmap='gray')\n", + "ax[0, 2].imshow(actual_masks[0].cpu().numpy().squeeze(), cmap='gray')\n", + "ax[1, 0].imshow(images[1].cpu().numpy().transpose(1, 2, 0))\n", + "ax[1, 1].imshow(masks[1], cmap='gray')\n", + "ax[1, 2].imshow(actual_masks[1].cpu().numpy().squeeze(), cmap='gray')\n", + "ax[2, 0].imshow(images[2].cpu().numpy().transpose(1, 2, 0))\n", + "ax[2, 1].imshow(masks[2], cmap='gray')\n", + "ax[2, 2].imshow(actual_masks[2].cpu().numpy().squeeze(), cmap='gray')\n", + "\n", + "# In all masks, compare the number of white pixels in the predicted mask and the actual mask\n", + "white_pixels_predicted = 0\n", + "white_pixels_actual = 0\n", + "for mask, actual_mask in zip(masks, actual_masks):\n", + " white_pixels_predicted += np.sum(mask)\n", + " white_pixels_actual += np.sum(actual_mask.cpu().numpy().squeeze())\n", + "\n", + "print(f'Number of white pixels in predicted masks: {white_pixels_predicted}')\n", + "print(f'Number of white pixels in actual masks: {white_pixels_actual}')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/paper.pdf b/paper.pdf new file mode 100644 index 0000000..c618a9d Binary files /dev/null and b/paper.pdf differ diff --git a/trained_model.pth b/trained_model.pth new file mode 100644 index 0000000..adc93f3 Binary files /dev/null and b/trained_model.pth differ