diff --git a/colorization/Image_Colorization.ipynb b/colorization/Image_Colorization.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..d77afdf9c8d04960e2b64e09cfb24086bf2e0f8b --- /dev/null +++ b/colorization/Image_Colorization.ipynb @@ -0,0 +1,1400 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "reverse-polish", + "metadata": { + "id": "sustained-legend" + }, + "source": [ + "# Demonstration zu Bildkolorisierung mit neuronalen Netzwerken\n", + "## 1 Colorization von Richard Zhang: Zwei Modelle\n", + "Projektseite: https://github.com/richzhang/colorization/ Dort werden zwei Modelle zur automatischen Kolorisierung von Schwarzweiß-Bildern zur Verfügung gestellt. Das erste (\"ECCV16\") liefert mäßige Ergebnisse, das zweite (\"SIGGRAPH17\") liefert recht gute Ergebnisse." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "descending-performance", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 21485, + "status": "ok", + "timestamp": 1617202158637, + "user": { + "displayName": "Simon Mayer", + "photoUrl": "", + "userId": "18295252399297823544" + }, + "user_tz": -120 + }, + "id": "amber-tribe", + "outputId": "da16f1ce-6985-49c9-8bdc-f67541201769" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\simon\\PycharmProjects\\colorization\\venv\\lib\\site-packages\\skimage\\color\\colorconv.py:1109: UserWarning: Color data out of range: Z < 0 in 3274 pixels\n", + " return xyz2rgb(lab2xyz(lab, illuminant, observer))\n" + ] + } + ], + "source": [ + "# Kolorisierung mit ECCV16 Modell und vortrainierten Gewichten\n", + "!python demo_release.py -i imgs/AK050_506.jpg -o imgs_out/AK050_506_eccv -l True" + ] + }, + { + "cell_type": "markdown", + "id": "nutritional-tribune", + "metadata": { + "id": "chronic-custody" + }, + "source": [ + "Zur Darstellung der Bilder definieren wir uns eine Funktion:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "detected-effectiveness", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 625, + "resources": { + "http://localhost:8080/imgs_out/AK050_506_eccv_bw.jpg": { + "data": "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", + "headers": [ + [ + "content-length", + "1449" + ], + [ + "content-type", + "text/html; charset=utf-8" + ] + ], + "ok": false, + "status": 404, + "status_text": "Not Found" + }, + "http://localhost:8080/imgs_out/AK050_506_eccv_col.jpg": { + "data": "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", + "headers": [ + [ + "content-length", + "1449" + ], + [ + "content-type", + "text/html; charset=utf-8" + ] + ], + "ok": false, + "status": 404, + "status_text": "Not Found" + } + } + }, + "executionInfo": { + "elapsed": 846, + "status": "ok", + "timestamp": 1617202163647, + "user": { + "displayName": "Simon Mayer", + "photoUrl": "", + "userId": "18295252399297823544" + }, + "user_tz": -120 + }, + "id": "waiting-reconstruction", + "outputId": "30cb3849-d604-4ba6-c346-e5a8b2106a3e" + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import display, HTML\n", + "\n", + "def show_images(filenames, width, margin):\n", + " lis = [f'' for name in filenames]\n", + " html = ''.join(lis)\n", + " display(HTML(html))\n", + "\n", + "eccv_names = ['imgs_out/AK050_506_eccv_bw.jpg', 'imgs_out/AK050_506_eccv_col.jpg']\n", + "show_images(eccv_names, 600, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "recovered-excellence", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643, + "resources": { + "http://localhost:8080/imgs_out/AK050_506_bw.jpg": { + "data": "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", + "headers": [ + [ + "content-length", + "1449" + ], + [ + "content-type", + "text/html; charset=utf-8" + ] + ], + "ok": false, + "status": 404, + "status_text": "Not Found" + }, + "http://localhost:8080/imgs_out/AK050_506_col.jpg": { + "data": "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", + "headers": [ + [ + "content-length", + "1449" + ], + [ + "content-type", + "text/html; charset=utf-8" + ] + ], + "ok": false, + "status": 404, + "status_text": "Not Found" + } + } + }, + "executionInfo": { + "elapsed": 12770, + "status": "ok", + "timestamp": 1617202220179, + "user": { + "displayName": "Simon Mayer", + "photoUrl": "", + "userId": "18295252399297823544" + }, + "user_tz": -120 + }, + "id": "dated-vaccine", + "outputId": "16d41501-2539-4802-ccd6-94e1921f9e14" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Kolorisierung mit SIGGRAPH17 Modell und vortrainierten Gewichten\n", + "!python demo_release.py -i imgs/AK050_506.jpg -o imgs_out/AK050_506\n", + "siggraph_names = ['imgs_out/AK050_506_bw.jpg', 'imgs_out/AK050_506_col.jpg']\n", + "show_images(siggraph_names, 600, 2)" + ] + }, + { + "cell_type": "markdown", + "id": "voluntary-basis", + "metadata": { + "id": "nuclear-wyoming" + }, + "source": [ + "## 2 Training des SIGGRAPH17 Modells mit unseren Daten\n", + "\n", + "Wir möchten nun das SIGGRAPH17 Modell mit den Farbpostkarten aus dem Bestand der ÖNB Labs weitertrainieren. Dazu verwenden wir das Konzept des Transfer-Lernens (siehe https://pytorch.org/tutorials/beginner/transfer_learning_tutorial.html für ein Tutorial), bei dem ein (allgemein) trainiertes Netzwerk für eine speziellere Aufgabe (mit einer kleinen Menge an speziellen Daten und geringer Lernrate) weitertrainiert wird.\n", + "\n", + "### Die Netzwerkarchitektur des SIGGRAPH17 Modells\n", + "\n", + "Das Netzwerk auf dem wir aufbauen möchten wird im Paper \"[Real-Time User-Guided Image Colorization with Learned Deep Priors](https://richzhang.github.io/InteractiveColorization/)\" von Richard Zhang et al. beschrieben. Es besteht aus 10 Faltungsschichten (convolutional layers), siehe die blau eingefärbten Bereiche in der Abbildung:\n", + "
\n", + "\n", + "Die Eingabe ist der L-Kanal (Graustufen) des auf 256x256 Pixel reskalierten Bilds, die Ausgabe ist der ab-Kanal (Farbinformation), siehe [CIELAB color space](https://en.wikipedia.org/wiki/CIELAB_color_space) für weitere Informationen zum Lab-Farbraum.\n", + "\n", + "### Unsere Trainingsdaten\n", + "\n", + "Wir verwenden die als farbig markierten Postkarten aus dem Datenset der [historischen Postkarten der ÖNB Labs](https://labs.onb.ac.at/de/dataset/akon/). Das sind 7667 Bilder, welche wir auf 256x256 Pixel reskalieren. Ein kurzer Blick auf die ersten 40 Bilder:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dominant-copying", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 402, + "resources": { + "http://localhost:8080/models/colored_postcards/low_res_imgs/AK071_281.jpg": { + "data": 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unterteilt diese in zwei Teile. 70% der Bilder werden zum Training, 30% zur Validierung verwendet, ein batch besteht aus 10 Bildern." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "forbidden-hawaiian", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 3454, + "status": "ok", + "timestamp": 1617202248238, + "user": { + "displayName": "Simon Mayer", + "photoUrl": "", + "userId": "18295252399297823544" + }, + "user_tz": -120 + }, + "id": "injured-operator", + "outputId": "f5b0621f-070d-421b-d15d-59d2749eb907" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'train': 1074, 'val': 460}\n" + ] + } + ], + "source": [ + "from torch.utils.data import random_split\n", + "from torch.utils.data import DataLoader\n", + "from models import ColDataset\n", + "\n", + "postcard_dataset = ColDataset(csv_file='models/colored_postcards/akon_postcards_public_domain.csv',\n", + " root_dir='models/colored_postcards/low_res_imgs')\n", + "(train_set, val_set) = random_split(postcard_dataset, [round(0.7*len(postcard_dataset)), \n", + " round(0.3*len(postcard_dataset))])\n", + "train_loader = DataLoader(train_set, shuffle=True, batch_size=5)\n", + "val_loader = DataLoader(val_set, batch_size=5)\n", + "dataloaders = {'train': train_loader, 'val': val_loader}\n", + "dataset_sizes = {'train': len(train_loader), 'val': len(val_loader)}\n", + "print(dataset_sizes)" + ] + }, + { + "cell_type": "markdown", + "id": "hawaiian-colonial", + "metadata": { + "id": "meaningful-jason" + }, + "source": [ + "### Training\n", + "Friere alle Schichten bis auf die 10. ein, d.h. setze requires_grad = False, definiere eine Trainingsfunktion und trainiere das Modell (lange Laufzeit und GPU benötigt!)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "rapid-black", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "executionInfo": { + "elapsed": 280888, + "status": "error", + "timestamp": 1617202697577, + "user": { + "displayName": "Simon Mayer", + "photoUrl": "", + "userId": "18295252399297823544" + }, + "user_tz": -120 + }, + "id": "compressed-stream", + "outputId": "d4b5fb24-d3fe-4d89-8c20-b1797ec284b9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using this device: cuda:0\n", + "Parameters to train:\n", + "model10up.0.weight\n", + "model10up.0.bias\n", + "model10.1.weight\n", + "model10.1.bias\n", + "model1short10.0.weight\n", + "model1short10.0.bias\n", + "model_class.0.weight\n", + "model_class.0.bias\n", + "model_out.0.weight\n", + "model_out.0.bias\n", + "Epoch 0/19\n", + "----------\n", + "Id 1073, Running loss: 18624.812890410423train Loss: 3.4683\n", + "Id 459, Running loss: 7383.762612938881val Loss: 3.2103\n", + "\n", + "Epoch 1/19\n", + "----------\n", + "Id 1073, Running loss: 17937.49677014351train Loss: 3.3403\n", + "Id 459, Running loss: 8493.272267580032val Loss: 3.6927\n", + "\n", + "Epoch 2/19\n", + "----------\n", + "Id 1073, Running loss: 17498.283675074577train Loss: 3.2585\n", + "Id 459, Running loss: 7135.0914496183395val Loss: 3.1022\n", + "\n", + "Epoch 3/19\n", + "----------\n", + "Id 1073, Running loss: 17268.09665620327train Loss: 3.2157\n", + "Id 459, Running loss: 7338.359932899475val Loss: 3.1906\n", + "\n", + "Epoch 4/19\n", + "----------\n", + "Id 1073, Running loss: 17208.68234539032train Loss: 3.2046\n", + "Id 459, Running loss: 7053.593060970306val Loss: 3.0668\n", + "\n", + "Epoch 5/19\n", + "----------\n", + "Id 1073, Running loss: 17059.672951579094train Loss: 3.1768\n", + "Id 459, Running loss: 6958.570292592049val Loss: 3.0255\n", + "\n", + "Epoch 6/19\n", + "----------\n", + "Id 1073, Running loss: 16981.49807715416train Loss: 3.1623\n", + "Id 459, Running loss: 7297.812871932983val Loss: 3.1730\n", + "\n", + "Epoch 7/19\n", + "----------\n", + "Id 1073, Running loss: 16417.04276883602train Loss: 3.0572\n", + "Id 459, Running loss: 6786.53192281723val Loss: 2.9507\n", + "\n", + "Epoch 8/19\n", + "----------\n", + "Id 1073, Running loss: 16304.812635421753train Loss: 3.0363\n", + "Id 459, Running loss: 6764.423376917839val Loss: 2.9411\n", + "\n", + "Epoch 9/19\n", + "----------\n", + "Id 1073, Running loss: 16253.053290367126train Loss: 3.0266\n", + "Id 459, Running loss: 6776.619211435318val Loss: 2.9464\n", + "\n", + "Epoch 10/19\n", + "----------\n", + "Id 1073, Running loss: 16178.702568292618train Loss: 3.0128\n", + "Id 459, Running loss: 6743.529261350632val Loss: 2.9320\n", + "\n", + "Epoch 11/19\n", + "----------\n", + "Id 1073, Running loss: 16192.923047423363train Loss: 3.0154\n", + "Id 459, Running loss: 6695.195124745369val Loss: 2.9110\n", + "\n", + "Epoch 12/19\n", + "----------\n", + "Id 1073, Running loss: 16141.611277461052train Loss: 3.0059\n", + "Id 459, Running loss: 6762.963482141495val Loss: 2.9404\n", + "\n", + "Epoch 13/19\n", + "----------\n", + "Id 1073, Running loss: 16107.0860196352train Loss: 2.9995\n", + "Id 459, Running loss: 6677.127980589867val Loss: 2.9031\n", + "\n", + "Epoch 14/19\n", + "----------\n", + "Id 1073, Running loss: 15977.700641393661train Loss: 2.9754\n", + "Id 459, Running loss: 6653.89021396637val Loss: 2.8930\n", + "\n", + "Epoch 15/19\n", + "----------\n", + "Id 1073, Running loss: 15931.155022501945train Loss: 2.9667\n", + "Id 459, Running loss: 6641.886808872223val Loss: 2.8878\n", + "\n", + "Epoch 16/19\n", + "----------\n", + "Id 1073, Running loss: 15963.75470340252train Loss: 2.9728\n", + "Id 459, Running loss: 6667.6510190963745val Loss: 2.8990\n", + "\n", + "Epoch 17/19\n", + "----------\n", + "Id 1073, Running loss: 15942.60212123394train Loss: 2.9688\n", + "Id 459, Running loss: 6622.804355621338val Loss: 2.8795\n", + "\n", + "Epoch 18/19\n", + "----------\n", + "Id 1073, Running loss: 15925.79077219963train Loss: 2.9657\n", + "Id 459, Running loss: 6693.34864795208val Loss: 2.9102\n", + "\n", + "Epoch 19/19\n", + "----------\n", + "Id 1073, Running loss: 15914.486820459366train Loss: 2.9636\n", + "Id 459, Running loss: 6650.785673260689val Loss: 2.8916\n", + "\n", + "Training complete in 348m 15s\n", + "Best val Loss: 2.879480\n" + ] + } + ], + "source": [ + "import copy\n", + "from models import siggraph17\n", + "import sys\n", + "import time\n", + "import torch\n", + "\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "print('Using this device: ' + str(device))\n", + "colorizer = siggraph17().to(device)\n", + "print('Parameters to train:')\n", + "for i, (name, param) in enumerate(colorizer.named_parameters()):\n", + " if i < 66 or (70 <= i <= 73):\n", + " param.requires_grad = False\n", + " if param.requires_grad:\n", + " print(name)\n", + "\n", + "def train_model(model, criterion, optimizer, scheduler, num_epochs=20):\n", + " since = time.time()\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " best_loss = 100\n", + " for epoch in range(num_epochs):\n", + " print('Epoch {}/{}'.format(epoch, num_epochs - 1))\n", + " print('-' * 10)\n", + " # Each epoch has a training and validation phase\n", + " for phase in ['train', 'val']:\n", + " if phase == 'train':\n", + " model.train() # Set model to training mode\n", + " else:\n", + " model.eval() # Set model to evaluate mode\n", + " running_loss = 0.0\n", + " # Iterate over data.\n", + " for i, data in enumerate(dataloaders[phase]):\n", + " inputs = data['L'].to(device)\n", + " labels = data['ab'].to(device)\n", + " # zero the parameter gradients\n", + " optimizer.zero_grad()\n", + " # forward\n", + " # track history if only in train\n", + " with torch.set_grad_enabled(phase == 'train'):\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " # backward + optimize only if in training phase\n", + " if phase == 'train':\n", + " loss.backward()\n", + " optimizer.step()\n", + " # statistics\n", + " running_loss += loss.item() * inputs.size(0)\n", + " sys.stdout.write('\\r' 'Id ' + str(i) + ', Running loss: ' + str(running_loss))\n", + " if phase == 'train':\n", + " scheduler.step()\n", + " epoch_loss = running_loss / (5*dataset_sizes[phase])\n", + " print('{} Loss: {:.4f}'.format(\n", + " phase, epoch_loss))\n", + " # deep copy the model\n", + " if phase == 'val' and epoch_loss < best_loss:\n", + " best_loss = epoch_loss\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " print()\n", + " time_elapsed = time.time() - since\n", + " print('Training complete in {:.0f}m {:.0f}s'.format(\n", + " time_elapsed // 60, time_elapsed % 60))\n", + " print('Best val Loss: {:4f}'.format(best_loss))\n", + " # load best model weights\n", + " model.load_state_dict(best_model_wts)\n", + " return model\n", + "\n", + "\n", + "criterion = torch.nn.SmoothL1Loss()\n", + "optimizer = torch.optim.Adam(colorizer.parameters(), lr=0.001)\n", + "scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1)\n", + "\n", + "colorizer = train_model(colorizer, criterion, optimizer, scheduler, 20)\n", + "PATH = './models/col_new.pth'\n", + "torch.save(colorizer.state_dict(), PATH)" + ] + }, + { + "cell_type": "markdown", + "id": "differential-conspiracy", + "metadata": {}, + "source": [ + "### Testen des Modells" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "mental-viking", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "Done!\n", + "Benötigte Zeit: 12.35 s\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "Done!\n", + "Benötigte Zeit: 8.32 s\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "Done!\n", + "Benötigte Zeit: 9.14 s\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "Done!\n", + "Benötigte Zeit: 9.03 s\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import time\n", + "since = time.time()\n", + "!python demo_release.py -i imgs/AK050_506.jpg -o imgs_out/AK050_506_new -m models/col_new.pth\n", + "!python demo_release.py -i imgs/AK050_506.jpg -o imgs_out/AK050_506\n", + "print('Benötigte Zeit: ' + str(round(time.time() - since, 2)) + ' s')\n", + "since = time.time()\n", + "new_names = ['imgs/AK050_506.jpg', 'imgs_out/AK050_506_new_bw.jpg', 'imgs_out/AK050_506_new_col.jpg', 'imgs_out/AK050_506_col.jpg']\n", + "show_images(new_names, 430, 2)\n", + "!python demo_release.py -i imgs/AK074_204.jpg -o imgs_out/AK074_204_new -m models/col_new.pth\n", + "!python demo_release.py -i imgs/AK074_204.jpg -o imgs_out/AK074_204\n", + "print('Benötigte Zeit: ' + str(round(time.time() - since, 2)) + ' s')\n", + "since = time.time()\n", + "new_names2 = ['imgs/AK074_204.jpg', 'imgs_out/AK074_204_new_bw.jpg', 'imgs_out/AK074_204_new_col.jpg', 'imgs_out/AK074_204_col.jpg']\n", + "show_images(new_names2, 430, 2)\n", + "!python demo_release.py -i imgs/AK111_139.jpg -o imgs_out/AK111_139_new -m models/col_new.pth\n", + "!python demo_release.py -i imgs/AK111_139.jpg -o imgs_out/AK111_139\n", + "print('Benötigte Zeit: ' + str(round(time.time() - since, 2)) + ' s')\n", + "since = time.time()\n", + "new_names3 = ['imgs/AK111_139.jpg', 'imgs_out/AK111_139_new_bw.jpg', 'imgs_out/AK111_139_new_col.jpg', 'imgs_out/AK111_139_col.jpg']\n", + "show_images(new_names3, 430, 2)\n", + "!python demo_release.py -i imgs/AK044_271.jpg -o imgs_out/AK044_271_new -m models/col_new.pth\n", + "!python demo_release.py -i imgs/AK044_271.jpg -o imgs_out/AK044_271\n", + "print('Benötigte Zeit: ' + str(round(time.time() - since, 2)) + ' s')\n", + "since = time.time()\n", + "new_names4 = ['imgs/AK044_271.jpg', 'imgs_out/AK044_271_new_bw.jpg', 'imgs_out/AK044_271_new_col.jpg', 'imgs_out/AK044_271_col.jpg']\n", + "show_images(new_names4, 430, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "chubby-transparency", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "Image_Colorization.ipynb", + "provenance": [], + "toc_visible": true + }, + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/colorization/demo_release.py b/colorization/demo_release.py index bd4d12221f229fbda3a25cbe8efa6d388c94ed78..8506cbc0eb0ca731740251127803fd66f8eaec5f 100644 --- a/colorization/demo_release.py +++ b/colorization/demo_release.py @@ -1,64 +1,27 @@ - import argparse import matplotlib.pyplot as plt - from models import * parser = argparse.ArgumentParser() parser.add_argument('-i', '--img_path', type=str, default='imgs/AK044_271-271.jpg') parser.add_argument('--use_gpu', action='store_true', help='whether to use GPU') -parser.add_argument('-o', '--save_prefix', type=str, default='imgs_out/AK044_271-271', help='will save into this file with {eccv16.png, siggraph17.png} suffixes') -parser.add_argument('-m', '--model', type=str, default='siggraph') +parser.add_argument('-o', '--output', type=str, default='imgs_out/AK044_271-271') +parser.add_argument('-m', '--model', type=str, default='models/siggraph17-df00044c.pth', help='path to siggraph17 model weights file') +parser.add_argument('-l', '--legacy', type=bool, default=False, help='whether to use legacy ECCV model') opt = parser.parse_args() -use_siggraph = opt.model == 'siggraph' # load colorizers -if use_siggraph: - colorizer_siggraph17 = siggraph17(pretrained=True, model_path='models/col_test3.pth').eval() -if not use_siggraph: - colorizer_eccv16 = eccv16(pretrained=True).eval() -# if(opt.use_gpu): -# colorizer_eccv16.cuda() -# colorizer_siggraph17.cuda() - +if opt.legacy: + colorizer = eccv16(pretrained=True).eval() +else: + colorizer = siggraph17(pretrained=True, model_path=opt.model).eval() # default size to process images is 256x256 # grab L channel in both original ("orig") and resized ("rs") resolutions img = load_img(opt.img_path) -(tens_l_orig, tens_l_rs) = preprocess_img(img, HW=(256,256)) -# if(opt.use_gpu): -# tens_l_rs = tens_l_rs.cuda() - -# colorizer outputs 256x256 ab map -# resize and concatenate to original L channel -img_bw = postprocess_tens(tens_l_orig, torch.cat((0*tens_l_orig,0*tens_l_orig),dim=1)) -if not use_siggraph: - out_img_eccv16 = postprocess_tens(tens_l_orig, colorizer_eccv16(tens_l_rs).cpu()) -if use_siggraph: - out_img_siggraph17 = postprocess_tens(tens_l_orig, colorizer_siggraph17(tens_l_rs).cpu()) - -if not use_siggraph: - plt.imsave('%s_eccv16.png'%opt.save_prefix, out_img_eccv16) -if use_siggraph: - plt.imsave('%s.jpg'%opt.save_prefix, out_img_siggraph17) - -# plt.figure(figsize=(12,8)) -# plt.subplot(2,2,1) -# plt.imshow(img) -# plt.title('Original') -# plt.axis('off') -# -# plt.subplot(2,2,2) -# plt.imshow(img_bw) -# plt.title('Input') -# plt.axis('off') -# -# plt.subplot(2,2,3) -# plt.imshow(out_img_eccv16) -# plt.title('Output (ECCV 16)') -# plt.axis('off') -# -# plt.subplot(2,2,4) -# plt.imshow(out_img_siggraph17) -# plt.title('Output (SIGGRAPH 17)') -# plt.axis('off') -# plt.show() +(tens_l_orig, tens_l_rs) = preprocess_img(img, HW=(256, 256)) +# colorizer outputs 256x256 ab map, resize and concatenate to original L channel +img_bw = postprocess_tens(tens_l_orig, torch.cat((0*tens_l_orig, 0*tens_l_orig), dim=1)) +out_img = postprocess_tens(tens_l_orig, colorizer(tens_l_rs).cpu()) +plt.imsave(f'{opt.output}_col.jpg', out_img) +plt.imsave(f'{opt.output}_bw.jpg', img_bw) +print('Done!') \ No newline at end of file diff --git a/colorization/models/colored_postcards/download_color.py b/colorization/models/colored_postcards/download_color.py index ba515abba1e6295efe76c16e1ea52d04b7b76ccb..7d833325e0a9b52cff88c2a93f2d7d520f3d83cd 100644 --- a/colorization/models/colored_postcards/download_color.py +++ b/colorization/models/colored_postcards/download_color.py @@ -3,6 +3,7 @@ import requests import jsonpath_ng as jp import pathlib import re +import sys def get_raw_data(filepath='akon_postcards_public_domain.csv'): diff --git a/colorization/models/eccv16.py b/colorization/models/eccv16.py index 8d3b3601cb7e5cb83a0f4bb5f049b9fece46e1ba..15f2257ce379a61cfb5875206ca97c51c16ba12f 100644 --- a/colorization/models/eccv16.py +++ b/colorization/models/eccv16.py @@ -82,7 +82,7 @@ class ECCVGenerator(BaseColor): self.softmax = nn.Softmax(dim=1) self.model_out = nn.Conv2d(313, 2, kernel_size=1, padding=0, dilation=1, stride=1, bias=False) - self.upsample4 = nn.Upsample(scale_factor=4, mode='bilinear') + self.upsample4 = nn.Upsample(scale_factor=4, mode='bilinear', align_corners=False) def forward(self, input_l): conv1_2 = self.model1(self.normalize_l(input_l)) @@ -98,9 +98,8 @@ class ECCVGenerator(BaseColor): return self.unnormalize_ab(self.upsample4(out_reg)) -def eccv16(pretrained=True): - model = ECCVGenerator() - if(pretrained): - import torch.utils.model_zoo as model_zoo - model.load_state_dict(model_zoo.load_url('https://colorizers.s3.us-east-2.amazonaws.com/colorization_release_v2-9b330a0b.pth',model_dir='./models',map_location='cpu',check_hash=True)) - return model +def eccv16(pretrained=True, model_path='models/colorization_release_v2-9b330a0b.pth'): + model = ECCVGenerator() + if pretrained: + model.load_state_dict(torch.load(model_path, map_location='cpu')) + return model diff --git a/colorization/models/siggraph17.py b/colorization/models/siggraph17.py index 8c015e54be2563685970d208622bfca4ebc1a178..ed90a46be5538005e3f21f384146391c37093b6d 100644 --- a/colorization/models/siggraph17.py +++ b/colorization/models/siggraph17.py @@ -127,7 +127,7 @@ class SIGGRAPHGenerator(BaseColor): self.model_class = nn.Sequential(*model_class) self.model_out = nn.Sequential(*model_out) - self.upsample4 = nn.Sequential(*[nn.Upsample(scale_factor=4, mode='bilinear'),]) + self.upsample4 = nn.Sequential(*[nn.Upsample(scale_factor=4, mode='bilinear', align_corners=False),]) self.softmax = nn.Sequential(*[nn.Softmax(dim=1),]) def forward(self, input_A, input_B=None, mask_B=None): @@ -163,7 +163,6 @@ class SIGGRAPHGenerator(BaseColor): def siggraph17(pretrained=True, model_path='models/siggraph17-df00044c.pth'): model = SIGGRAPHGenerator() - if(pretrained): - # import torch.utils.model_zoo as model_zoo + if pretrained: model.load_state_dict(torch.load(model_path, map_location='cpu')) return model diff --git a/colorization/my_colorize.py b/colorization/my_colorize.py index d6c517929088289c7a9525a8f0ec6fbc2e7c0d98..a5f506db7189ee090bbcf0772aa8f0f3f9eec51e 100644 --- a/colorization/my_colorize.py +++ b/colorization/my_colorize.py @@ -62,8 +62,8 @@ def train_model(model, criterion, optimizer, scheduler, num_epochs=25): # statistics running_loss += loss.item() * inputs.size(0) sys.stdout.write('\r' 'Id ' + str(i) + ', Running loss: ' + str(running_loss)) - if ((i == 5) and (phase == 'test')) or (i == 20): - break + # if ((i == 5) and (phase == 'test')) or (i == 20): + # break # running_corrects += torch.sum(preds == labels.data) if phase == 'train': @@ -93,7 +93,7 @@ def train_model(model, criterion, optimizer, scheduler, num_epochs=25): # load colorizer -colorizer = siggraph17(pretrained=False) +colorizer = siggraph17() for name, param in colorizer.named_parameters(): print(name) @@ -102,19 +102,18 @@ postcard_dataset = ColDataset(csv_file='models/colored_postcards/akon_postcards_ root_dir='models/colored_postcards/low_res_imgs') (train_set, test_set) = random_split(postcard_dataset, [round(0.7*len(postcard_dataset)), round(0.3*len(postcard_dataset))]) -train_loader = DataLoader(train_set, shuffle=True) -test_loader = DataLoader(test_set) +train_loader = DataLoader(train_set, shuffle=True, batch_size=10) # batch_size = 5,10,... +test_loader = DataLoader(test_set, batch_size=10) dataloaders = {'train': train_loader, 'test': test_loader} dataset_sizes = {'train': len(train_loader), 'test': len(test_loader)} criterion = nn.SmoothL1Loss() optimizer = optim.Adam(colorizer.parameters(), lr=0.001) scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) - - +# # colorizer = train_model(colorizer, criterion, optimizer, scheduler) # PATH = './models/col_test.pth' # torch.save(colorizer.state_dict(), PATH) - +# # # img = load_img('models/colored_postcards/imgs/AK001_011.jpg') # low_img = load_img('models/colored_postcards/low_res_imgs/AK001_011.jpg')