{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "QquaYpB00hfs" }, "source": [ "[](http://edenlibrary.ai/)" ] }, { "cell_type": "markdown", "metadata": { "id": "yp-OgP370hft" }, "source": [ "## Instructions\n", "To run any of Eden's notebooks, please check the guides on our [Wiki page](https://github.com/Eden-Library-AI/eden_library_notebooks/wiki).
\n", "There you will find instructions on how to deploy the notebooks on [your local system](https://github.com/Eden-Library-AI/eden_library_notebooks/wiki/Deploy-Notebooks-Locally), on [Google Colab](https://github.com/Eden-Library-AI/eden_library_notebooks/wiki/Deploy-Notebooks-on-GColab), or on [MyBinder](https://github.com/Eden-Library-AI/eden_library_notebooks/wiki/Deploy-Notebooks-on-MyBinder), as well as other useful links, troubleshooting tips, and more.
\n", "For this notebook you will need to download the **Cotton-100619-Healthy-zz-V1-20210225102300**, **Black nightsade-220519-Weed-zz-V1-20210225102034**, **Tomato-240519-Healthy-zz-V1-20210225103740** and **Velvet leaf-220519-Weed-zz-V1-20210225104123** datasets from [Eden Library](https://edenlibrary.ai/datasets), and you may want to use the **eden_tensorflow_transfer_learning.yml** file to recreate a suitable conda environment.\n", "\n", "**Note:** If you find any issues while executing the notebook, don't hesitate to open an issue on Github. We will try to reply as soon as possible." ] }, { "cell_type": "markdown", "metadata": { "id": "dwqUKc-L0hft" }, "source": [ "## Background\n", "\n", "In this notebook, we are going to cover a technique called **Transfer Learning**, which generally refers to a process where a machine learning model is trained on one problem, and afterwards, it is reused in some way on a second (possibly) related problem (Bengio, 2012). Specifically, in **deep learning**, this technique is used by training only some layers of the pre-trained network. Its promise is that the training will be more efficient and in the best of the cases the performance will be better compared to a model trained from scratch. In this example we are using MobileNet architectures.\n", "\n", "**MobileNet V1**, with its appearance in 2017, started a new path of deep learning research in computer vision: models that can run in **embedded devices**. This lead to several important works including ShuffleNet(V1 and V2), MNasNet, CondenseNet, and EffNet (among others). Due to its success, new versions of MobileNet have also appeared more recently. These new versions included new advances, such as **Inverted Residual Block** or the use of **Neural Architecture Search** for optimizing the creation of new neural components. **MobileNet Versions 2 (Sandler et al., 2018) and 3 (Howard et al., 2019)** are used as an example in this notebook.\n", "\n", "In **agriculture**, since **weeds** compete with crops in the domain of space, light and nutrients, they are an important problem that can lead to a poorer harvest by farmers. To avoid this, weeds should be removed at every step of the growth, but especially at the initial stages. For that reason, identifying weeds accurately by deep learning has arisen as an important objective. Related to this, we can find the disease detection problem, where transfer learning has also been used. Among the most relevant recent works, we can find:\n", "\n", "**Wang et al., (2017)** used transfer learning in order to obtain the best neural-based method for disease detection in plants. They extended the apple black rot images in the PlantVillage dataset, which were further annotated by botanists with four severity stages as ground truth. Then, they evaluated the performances of shallow networks trained from scratch and deep models fine-tuned by transfer learning. Their best model was the **VGG16** architecture trained with transfer learning, which yielded an overall accuracy of 90.4% on the hold-out test set. In **Mehdipour-Ghazi et al., (2017)**, the authors used the plant datasets of LifeCLEF 2015. Three popular deep learning architectures were evaluated: **GoogLeNet, AlexNet, and VGGNet**. Their best combined system (a combination of GoogleNet and VGGNet) achieved an overall accuracy of 80% on the validation set and an overall inverse rank score of 0.752 on the official test set. In **Suh et al., (2018)**, the authors compared different transfer learning approaches in order to find a suitable approach for weed detection (volunteer potato). Their highest classification accuracy for **AlexNet** was 98.0%. Comparing different networks, their highest classification accuracy was 98.7%, which was obtained with **VGG-19**. Additionally, all scenarios and pre-trained networks were feasible for real-time applications (classification time < 0.1 s). Another relevant study has been performed by **Kounalakis et al., (2019)** where they evaluated transfer learning by a combination of CNN-based feature extraction and linear classifiers to recognize rumex under real-world conditions. Their best system (**Inception_v1**+L2regLogReg) achieved an accuracy of 96.13 with a false positive rate of 3.62. In **Too et al., (2019)**, the authors used transfer learning achieving a performance of 99.75% with the **DenseNet** architecture. Finally, in **Espejo-Garcia et al., (2020)**, authors used transfer learning using agricultural datasets for pre-training neural networks, and afterwards, they fine-tuned the networks for classifying 4 species extracted from the **Eden Platform**. Their maximum performance was 99.54% by using the **Xception** architecture.\n", "\n", "It is important to note that in this notebook a technique integrating neural-network feature-extraction and \"traditional\" machine learning algorithms is used. This technique was used in **Kounalakis et al., (2019)** and **Espejo-Garcia et al., (2020)**, and represents an extension over the previous Eden notebooks:\n", "1. https://github.com/Eden-Library-AI/eden_library_notebooks/blob/master/image_classification/weeds_identification-transfer_learning-1.ipynb\n", "2. https://github.com/Eden-Library-AI/eden_library_notebooks/blob/master/image_classification/weeds_identification-transfer_learning-2.ipynb\n", "3. https://github.com/Eden-Library-AI/eden_library_notebooks/blob/master/image_classification/weeds_identification-transfer_learning-3.ipynb\n", "4. https://github.com/Eden-Library-AI/eden_library_notebooks/blob/master/image_classification/weeds_identification-transfer_learning-4.ipynb\n", "5. https://github.com/Eden-Library-AI/eden_library_notebooks/blob/master/image_classification/weeds_identification-transfer_learning-5.ipynb" ] }, { "cell_type": "markdown", "metadata": { "id": "vyIF86zz0hfu" }, "source": [ "### Library Imports" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hj9NVykKZM_z" }, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import numpy as np\n", "import cv2\n", "import os\n", "import csv\n", "import random\n", "import matplotlib.pyplot as plt\n", "\n", "from tqdm import tqdm\n", "from glob import glob\n", "from pathlib import Path\n", "\n", "import tensorflow as tf\n", "from tensorflow.keras.utils import to_categorical\n", "from tensorflow.keras.applications import *\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n", "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "import tensorflow.keras.backend as K\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import f1_score\n", "\n", "from tensorflow.keras.layers.experimental import preprocessing\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.applications.mobilenet_v3 import preprocess_input" ] }, { "cell_type": "markdown", "metadata": { "id": "uuV03GcT0hfv" }, "source": [ "### Auxiliary functions\n", "Check the docstrings for more information." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "a0AftNp7euWr" }, "outputs": [], "source": [ "def plot_sample(X):\n", " \"\"\"\n", " Given the array of images , it plots a random subsample of 9 of them.\n", "\n", " Parameters:\n", " X (ndarray): The array with all the images.\n", " \"\"\"\n", " nb_rows = 3\n", " nb_cols = 3\n", " fig, axs = plt.subplots(nb_rows, nb_cols, figsize=(6, 6))\n", "\n", " for i in range(0, nb_rows):\n", " for j in range(0, nb_cols):\n", " axs[i, j].xaxis.set_ticklabels([])\n", " axs[i, j].yaxis.set_ticklabels([])\n", " axs[i, j].imshow(X[random.randint(0, X.shape[0] - 1)])\n", "\n", "\n", "def read_data(path_list, im_size=(224, 224)):\n", " \"\"\"\n", " Given the list of paths where the images are stored ,\n", " and the size for image decimation , it returns 2 Numpy Arrays\n", " with the images and labels.\n", "\n", " Parameters:\n", " path_list (List[String]): The list of paths to the images.\n", " im_size (Tuple): The height and width values.\n", "\n", " Returns:\n", " X (ndarray): Images\n", " y (ndarray): Labels\n", " \"\"\"\n", " X = []\n", " y = []\n", "\n", " # Extract filenames of the datasets we ingest and create a label dictionary\n", " tag2idx = {tag.split(os.path.sep)[-1]: i for i, tag in enumerate(path_list)}\n", "\n", " for path in path_list:\n", " for im_file in tqdm(glob(path + \"*/*\")): # Read all files in path\n", " try:\n", " # os.path.separator is OS agnostic (either '/' or '\\'),[-2] to grab folder name\n", " label = im_file.split(os.path.sep)[-2]\n", " im = cv2.imread(im_file, cv2.IMREAD_COLOR)\n", " # By default OpenCV reads with BGR format, convert to RGB\n", " im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n", " # Resize to appropriate dimensions\n", " im = cv2.resize(im, im_size, interpolation=cv2.INTER_AREA)\n", " X.append(im)\n", " y.append(tag2idx[label]) # Append the label name to y\n", " except Exception as e:\n", " # In case annotations or metadata are found\n", " print(\"Not a picture\")\n", "\n", " X = np.array(X) # Convert list to numpy array.\n", " y = np.eye(len(np.unique(y)))[y].astype(np.uint8)\n", "\n", " return X, y\n", "\n", "\n", "def get_callbacks(weights_file, patience, lr_factor):\n", " \"\"\"\n", " Callbacks are used for saving the best weights and early stopping.\n", " Given some configuration parameters, it creates the callbacks that\n", " will be used by Keras after each epoch.\n", "\n", " Parameters:\n", " weights_file (String): File name for saving the best model weights.\n", " patience (Integer): Number of epochs without improvement to wait.\n", " lr_factor: Factor for reducing the learning rate when performance\n", " is not improving.\n", "\n", " Returns:\n", " callbacks (List[Callbacks]): Configured callback ready for using.\n", " \"\"\"\n", " return [\n", " # Only save weights that correspond to the maximum validation accuracy\n", " ModelCheckpoint(\n", " filepath=weights_file,\n", " monitor=\"val_accuracy\",\n", " mode=\"max\",\n", " save_best_only=True,\n", " save_weights_only=True,\n", " ),\n", " # If val_loss does not improve after a number of epochs (patience),\n", " # training will stop to avoid overfitting.\n", " EarlyStopping(monitor=\"val_loss\", mode=\"min\", patience=patience, verbose=1),\n", " # Learning rate is reduced by 'lr_factor' if val_loss stagnates\n", " # for a number of epochs (patience).\n", " # ReduceLROnPlateau(monitor=\"val_loss\", mode=\"min\",\n", " # factor=lr_factor, min_lr=1e-6, patience=patience//2, verbose=1 )\n", " ]\n", "\n", "\n", "def plot_performances(performances):\n", " \"\"\"\n", " Given the list of performances (validation accuracies) and method-name ,\n", " it plots how the validation accuracy progressed during the training/validation process.\n", "\n", " Parameters:\n", " performances (List[Tuple]): The list of method-performance tuples.\n", " \"\"\"\n", " plt.title(\"Validation Accuracy vs. Number of Training Epochs\")\n", " plt.xlabel(\"Training Epochs\")\n", " plt.ylabel(\"Validation Accuracy\")\n", " for performance in performances:\n", " plt.plot(\n", " range(1, len(performance[1]) + 1), performance[1], label=performance[0]\n", " )\n", " plt.ylim((0.5, 1.05))\n", " plt.xticks(np.arange(1, NUM_EPOCHS + 1, 1.0))\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "gFfTG8Ga_Ibb" }, "source": [ "### Experimental Constants" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "5r7CAF-c9ASV" }, "outputs": [], "source": [ "INPUT_SHAPE = (224, 224, 3)\n", "IM_SIZE = (224, 224)\n", "NUM_EPOCHS = 20\n", "BATCH_SIZE = 4\n", "TEST_SPLIT = 0.2\n", "VAL_SPLIT = 0.2\n", "RANDOM_STATE = 2021\n", "WEIGHTS_FILE = \"weights.h5\" # File to store updated weights\n", "\n", "# Eden datasets we will work on\n", "PATH_LIST = [\n", " \"Cotton-100619-Healthy-zz-V1-20210225102300\",\n", " \"Black nightsade-220519-Weed-zz-V1-20210225102034\",\n", " \"Tomato-240519-Healthy-zz-V1-20210225103740\",\n", " \"Velvet leaf-220519-Weed-zz-V1-20210225104123\",\n", "]" ] }, { "cell_type": "markdown", "metadata": { "id": "IPE0KaIa_PHw" }, "source": [ "### Loading images and Data Loaders" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "45J4jLyYZzQV", "outputId": "9b90f34c-e9ae-4103-ada7-e8bb330240bf" }, "outputs": [], "source": [ "i = 0\n", "for path in PATH_LIST:\n", " # Define paths in an OS agnostic way.\n", " PATH_LIST[i] = str(\n", " Path(Path.cwd()).parents[0].joinpath(\"eden_library_datasets\").joinpath(path)\n", " )\n", " i += 1\n", "X, y = read_data(PATH_LIST, IM_SIZE)" ] }, { "cell_type": "markdown", "metadata": { "id": "iZ6lZksO_U2g" }, "source": [ "### Plot sample images" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 361 }, "id": "6Azs-gvKegCd", "outputId": "2ececf35-6197-4959-95a8-da720010e1b0" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "plot_sample(X)" ] }, { "cell_type": "markdown", "metadata": { "id": "wR_rC4Y8PysP" }, "source": [ "### Image Augmentation layers\n", "The TF augmentation layers are included as part of the model architecture." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "kOwjAOiC0wBx" }, "outputs": [], "source": [ "img_augmentation = Sequential(\n", " [\n", " preprocessing.RandomRotation(factor=0.15),\n", " preprocessing.RandomTranslation(height_factor=0.1, width_factor=0.1),\n", " preprocessing.RandomFlip(),\n", " preprocessing.RandomContrast(factor=0.1),\n", " ],\n", " name=\"img_augmentation\",\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "ORODjCO2PysR" }, "source": [ "### Visualizing Data Augmentation" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 466 }, "id": "5nfI3m9H03EA", "outputId": "1db2f903-22ed-4620-88f1-55c515b5f9ac" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "IMAGE_IX = 10\n", "image = tf.expand_dims(X[IMAGE_IX], axis=0)\n", "plt.figure(figsize=(8, 8))\n", "\n", "for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " aug_img = img_augmentation(image)\n", " plt.imshow(aug_img[0].numpy().astype(\"uint8\"))\n", " plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "qeZd9vwYjgMK" }, "outputs": [], "source": [ "def get_architecture(y, mobilenet_size, as_feature_extractor):\n", " \"\"\"\n", " This function returns a pre-trained Tensorflow MobileNet architecture.\n", " Versions 2 and 3-Large are available.\n", "\n", " Parameters:\n", " y (ndarray): Array with labels. It is used for computing the number of classes.\n", " mobilenet_version (string): which MobileNet version to import (2 or 3 Large).\n", " as_feature_extractor (Boolean): Whether to fine-tune the \"convolutional\" layers.\n", "\n", " Returns:\n", " model (Model): MobileNet architecture ready for training.\n", " \"\"\"\n", " inputs = layers.Input(shape=INPUT_SHAPE)\n", " input_aug = img_augmentation(inputs)\n", " input_norm = layers.Lambda(preprocess_input)(input_aug) # placeholder\n", "\n", " if mobilenet_size == \"small\":\n", " feature_extractor = MobileNetV3Small(\n", " weights=\"imagenet\", include_top=False, input_tensor=input_norm\n", " )\n", " elif mobilenet_size == \"large\":\n", " feature_extractor = MobileNetV3Large(\n", " weights=\"imagenet\", include_top=False, input_tensor=input_norm\n", " )\n", "\n", " # Freeze the base_model as we do not want to update the initial weights\n", " if as_feature_extractor:\n", " feature_extractor.trainable = False\n", " else:\n", " feature_extractor.trainable = True # Not necessary\n", "\n", " # Create new model on top\n", " features = layers.GlobalAveragePooling2D(name=\"pool\")(\n", " feature_extractor.output\n", " ) # Flattening layer\n", " fully = layers.Dense(units=64, activation=\"relu\")(features) # Fully connected layer\n", " # Create a Classifier with shape=number_of_training_classes\n", " fully = layers.Dropout(0.3)(fully) # Regularize with dropout\n", " out = layers.Dense(units=y.shape[1], activation=\"softmax\")(fully)\n", " model = Model(inputs, out) # Final model\n", "\n", " # Defining base learning rate for Adam optimizer\n", " base_learning_rate = 1e-4\n", " model.compile(\n", " loss=\"categorical_crossentropy\",\n", " optimizer=tf.keras.optimizers.Adam(lr=base_learning_rate),\n", " metrics=[\"accuracy\"],\n", " )\n", " return model" ] }, { "cell_type": "markdown", "metadata": { "id": "V5xKS1xm0hfz" }, "source": [ "### Training vs Fine-Tuning Models\n", "When using transfer learning, there are several strategies for reusing the weights or the knowledge learned on another task. Here 2 strategies are shown and compared:\n", "\n", "1. **Feature Extraction**: The weights of the pre-trained architecture are not updated (the layers are frozen). This way, the architecture is used as a feature extractor while the last layer or classifier is trained to make sense of these features in the new problem.\n", "2. **Fine-Tuning**: The weights of the pre-trained architecture are updated. The number of layers that are trained depends on the specific problem addressed and many times there is not a predefined best option." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "17nOWwEfZJzU" }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " X, \n", " y, \n", " test_size=TEST_SPLIT, \n", " shuffle=True, \n", " stratify=y, \n", " random_state=RANDOM_STATE\n", ")\n", "\n", "X_train, X_val, y_train, y_val = train_test_split(\n", " X_train,\n", " y_train,\n", " test_size=VAL_SPLIT,\n", " shuffle=True,\n", " stratify=y_train,\n", " random_state=RANDOM_STATE,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9pZ8X7jwZK96", "outputId": "40a2bc42-9b38-42f0-91e5-748e7c91241d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "80/80 [==============================] - 5s 39ms/step - loss: 1.2944 - accuracy: 0.4406 - val_loss: 1.0144 - val_accuracy: 0.6125\n", "Epoch 2/20\n", "80/80 [==============================] - 3s 32ms/step - loss: 0.9928 - accuracy: 0.6000 - val_loss: 0.9002 - val_accuracy: 0.6000\n", "Epoch 3/20\n", "80/80 [==============================] - 3s 32ms/step - loss: 0.7730 - accuracy: 0.7219 - val_loss: 0.7219 - val_accuracy: 0.8000\n", "Epoch 4/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.6658 - accuracy: 0.7812 - val_loss: 0.6950 - val_accuracy: 0.7250\n", "Epoch 5/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.6158 - accuracy: 0.7844 - val_loss: 0.6419 - val_accuracy: 0.7750\n", "Epoch 6/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.5311 - accuracy: 0.8562 - val_loss: 0.5540 - val_accuracy: 0.8125\n", "Epoch 7/20\n", "80/80 [==============================] - 3s 32ms/step - loss: 0.4473 - accuracy: 0.8625 - val_loss: 0.4973 - val_accuracy: 0.8750\n", "Epoch 8/20\n", "80/80 [==============================] - 3s 32ms/step - loss: 0.4238 - accuracy: 0.8594 - val_loss: 0.6072 - val_accuracy: 0.7000\n", "Epoch 9/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.4175 - accuracy: 0.8687 - val_loss: 0.4388 - val_accuracy: 0.8375\n", "Epoch 10/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.3917 - accuracy: 0.8813 - val_loss: 0.3750 - val_accuracy: 0.8750\n", "Epoch 11/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.3212 - accuracy: 0.9187 - val_loss: 0.5161 - val_accuracy: 0.7375\n", "Epoch 12/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.3220 - accuracy: 0.9094 - val_loss: 0.3032 - val_accuracy: 0.9125\n", "Epoch 13/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.2983 - accuracy: 0.9219 - val_loss: 0.3504 - val_accuracy: 0.8750\n", "Epoch 14/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.3018 - accuracy: 0.9125 - val_loss: 0.3106 - val_accuracy: 0.8875\n", "Epoch 15/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.2572 - accuracy: 0.9406 - val_loss: 0.3497 - val_accuracy: 0.8750\n", "Epoch 16/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.2100 - accuracy: 0.9563 - val_loss: 0.3085 - val_accuracy: 0.8875\n", "Epoch 17/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.2311 - accuracy: 0.9406 - val_loss: 0.3463 - val_accuracy: 0.8750\n", "Epoch 18/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.1992 - accuracy: 0.9438 - val_loss: 0.2991 - val_accuracy: 0.9000\n", "Epoch 19/20\n", "80/80 [==============================] - 3s 31ms/step - loss: 0.2171 - accuracy: 0.9500 - val_loss: 0.4130 - val_accuracy: 0.8000\n", "Epoch 20/20\n", "80/80 [==============================] - 2s 31ms/step - loss: 0.2301 - accuracy: 0.9531 - val_loss: 0.1984 - val_accuracy: 0.9375\n", "************************************************************************\n", "Final MobileNetV3-Small (Feature Extraction) Accuracy: 0.949999988079071\n", "************************************************************************\n" ] } ], "source": [ "model = get_architecture(y, mobilenet_size=\"small\", as_feature_extractor=True)\n", "\n", "history_v3Small_fe = model.fit(\n", " X_train,\n", " y_train,\n", " batch_size=BATCH_SIZE,\n", " epochs=NUM_EPOCHS,\n", " validation_data=(X_val, y_val),\n", " callbacks=get_callbacks(WEIGHTS_FILE, NUM_EPOCHS // 2, 0.25),\n", ")\n", "\n", "model.load_weights(WEIGHTS_FILE)\n", "final_accuracy = model.evaluate(X_test, y_test, batch_size=1, verbose=0)[1]\n", "print(\"*\" * 72)\n", "print(f\"Final MobileNetV3-Small (Feature Extraction) Accuracy: {final_accuracy}\")\n", "print(\"*\" * 72)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OWGg_BCyPysX", "outputId": "40a2bc42-9b38-42f0-91e5-748e7c91241d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "80/80 [==============================] - 11s 104ms/step - loss: 1.3443 - accuracy: 0.4062 - val_loss: 1.2339 - val_accuracy: 0.4250\n", "Epoch 2/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.9910 - accuracy: 0.6000 - val_loss: 1.2494 - val_accuracy: 0.4125\n", "Epoch 3/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.7807 - accuracy: 0.6938 - val_loss: 1.3763 - val_accuracy: 0.4125\n", "Epoch 4/20\n", "80/80 [==============================] - 8s 98ms/step - loss: 0.7820 - accuracy: 0.6812 - val_loss: 0.8089 - val_accuracy: 0.6625\n", "Epoch 5/20\n", "80/80 [==============================] - 8s 98ms/step - loss: 0.5072 - accuracy: 0.8062 - val_loss: 0.9012 - val_accuracy: 0.5750\n", "Epoch 6/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.5059 - accuracy: 0.8188 - val_loss: 0.4925 - val_accuracy: 0.8625\n", "Epoch 7/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.4081 - accuracy: 0.8625 - val_loss: 0.3601 - val_accuracy: 0.8875\n", "Epoch 8/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.3303 - accuracy: 0.8906 - val_loss: 0.2963 - val_accuracy: 0.9250\n", "Epoch 9/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.2718 - accuracy: 0.9000 - val_loss: 0.4144 - val_accuracy: 0.7875\n", "Epoch 10/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.3433 - accuracy: 0.8844 - val_loss: 0.1898 - val_accuracy: 0.9375\n", "Epoch 11/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.2812 - accuracy: 0.8969 - val_loss: 0.2038 - val_accuracy: 0.9375\n", "Epoch 12/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1978 - accuracy: 0.9406 - val_loss: 0.2660 - val_accuracy: 0.8875\n", "Epoch 13/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.2543 - accuracy: 0.9219 - val_loss: 0.1098 - val_accuracy: 0.9875\n", "Epoch 14/20\n", "80/80 [==============================] - 8s 98ms/step - loss: 0.2182 - accuracy: 0.9281 - val_loss: 0.1012 - val_accuracy: 0.9750\n", "Epoch 15/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1868 - accuracy: 0.9438 - val_loss: 0.0717 - val_accuracy: 0.9875\n", "Epoch 16/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1485 - accuracy: 0.9594 - val_loss: 0.0761 - val_accuracy: 0.9750\n", "Epoch 17/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1580 - accuracy: 0.9500 - val_loss: 0.0624 - val_accuracy: 0.9875\n", "Epoch 18/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1492 - accuracy: 0.9500 - val_loss: 0.0523 - val_accuracy: 0.9875\n", "Epoch 19/20\n", "80/80 [==============================] - 8s 98ms/step - loss: 0.1098 - accuracy: 0.9719 - val_loss: 0.0602 - val_accuracy: 0.9875\n", "Epoch 20/20\n", "80/80 [==============================] - 8s 97ms/step - loss: 0.1126 - accuracy: 0.9625 - val_loss: 0.0407 - val_accuracy: 0.9875\n", "************************************************************************\n", "Final MobileNetV3-Small (Fine-Tuning) Accuracy: 0.9599999785423279\n", "************************************************************************\n" ] } ], "source": [ "model = get_architecture(y, mobilenet_size=\"small\", as_feature_extractor=False)\n", "\n", "history_v3Small_ft = model.fit(\n", " X_train,\n", " y_train,\n", " batch_size=BATCH_SIZE,\n", " epochs=NUM_EPOCHS,\n", " validation_data=(X_val, y_val),\n", " callbacks=get_callbacks(WEIGHTS_FILE, NUM_EPOCHS // 2, 0.25),\n", ")\n", "\n", "model.load_weights(WEIGHTS_FILE)\n", "final_accuracy = model.evaluate(X_test, y_test, batch_size=1, verbose=0)[1]\n", "print(\"*\" * 72)\n", "print(f\"Final MobileNetV3-Small (Fine-Tuning) Accuracy: {final_accuracy}\")\n", "print(\"*\" * 72)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Q1Qrk5DuCBln", "outputId": "d7045733-f0e5-4322-f4fa-b1f202c87bfb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "80/80 [==============================] - 8s 67ms/step - loss: 1.2652 - accuracy: 0.4594 - val_loss: 0.9498 - val_accuracy: 0.6375\n", "Epoch 2/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.9566 - accuracy: 0.6344 - val_loss: 0.7578 - val_accuracy: 0.7250\n", "Epoch 3/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.7646 - accuracy: 0.7156 - val_loss: 0.7186 - val_accuracy: 0.7750\n", "Epoch 4/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.6303 - accuracy: 0.7656 - val_loss: 0.7255 - val_accuracy: 0.7625\n", "Epoch 5/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.5429 - accuracy: 0.8031 - val_loss: 0.6215 - val_accuracy: 0.8500\n", "Epoch 6/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.4601 - accuracy: 0.8781 - val_loss: 0.5467 - val_accuracy: 0.8500\n", "Epoch 7/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.4686 - accuracy: 0.8562 - val_loss: 0.4964 - val_accuracy: 0.8500\n", "Epoch 8/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.3978 - accuracy: 0.8781 - val_loss: 0.4314 - val_accuracy: 0.8875\n", "Epoch 9/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.3800 - accuracy: 0.8750 - val_loss: 0.4390 - val_accuracy: 0.8500\n", "Epoch 10/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.3635 - accuracy: 0.8750 - val_loss: 0.4724 - val_accuracy: 0.8750\n", "Epoch 11/20\n", "80/80 [==============================] - 5s 58ms/step - loss: 0.3213 - accuracy: 0.9156 - val_loss: 0.3823 - val_accuracy: 0.9000\n", "Epoch 12/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.3167 - accuracy: 0.9187 - val_loss: 0.4065 - val_accuracy: 0.8875\n", "Epoch 13/20\n", "80/80 [==============================] - 5s 60ms/step - loss: 0.2960 - accuracy: 0.9000 - val_loss: 0.3422 - val_accuracy: 0.8750\n", "Epoch 14/20\n", "80/80 [==============================] - 5s 58ms/step - loss: 0.2798 - accuracy: 0.9125 - val_loss: 0.4072 - val_accuracy: 0.8375\n", "Epoch 15/20\n", "80/80 [==============================] - 5s 58ms/step - loss: 0.2836 - accuracy: 0.9187 - val_loss: 0.3523 - val_accuracy: 0.9000\n", "Epoch 16/20\n", "80/80 [==============================] - 5s 58ms/step - loss: 0.2538 - accuracy: 0.9281 - val_loss: 0.2765 - val_accuracy: 0.9250\n", "Epoch 17/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.2472 - accuracy: 0.9125 - val_loss: 0.3789 - val_accuracy: 0.8875\n", "Epoch 18/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.2423 - accuracy: 0.9312 - val_loss: 0.2922 - val_accuracy: 0.9250\n", "Epoch 19/20\n", "80/80 [==============================] - 5s 58ms/step - loss: 0.2328 - accuracy: 0.9219 - val_loss: 0.2855 - val_accuracy: 0.8875\n", "Epoch 20/20\n", "80/80 [==============================] - 5s 59ms/step - loss: 0.2287 - accuracy: 0.9250 - val_loss: 0.2618 - val_accuracy: 0.9125\n", "*************************************************************************\n", "Final MobileNetV3-Large (Feature Extraction) Accuracy: 0.9100000262260437\n", "*************************************************************************\n" ] } ], "source": [ "model = get_architecture(y, mobilenet_size=\"large\", as_feature_extractor=True)\n", "\n", "history_v3Large_fe = model.fit(\n", " X_train,\n", " y_train,\n", " batch_size=BATCH_SIZE,\n", " epochs=NUM_EPOCHS,\n", " validation_data=(X_val, y_val),\n", " callbacks=get_callbacks(WEIGHTS_FILE, NUM_EPOCHS // 2, 0.25),\n", ")\n", "\n", "model.load_weights(WEIGHTS_FILE)\n", "final_accuracy = model.evaluate(X_test, y_test, batch_size=1, verbose=0)[1]\n", "print(\"*\" * 73)\n", "print(f\"Final MobileNetV3-Large (Feature Extraction) Accuracy: {final_accuracy}\")\n", "print(\"*\" * 73)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "1_IGbH3LPysa", "outputId": "bb84e829-aff8-4a45-fd4f-a9c2476ae976" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "80/80 [==============================] - 23s 248ms/step - loss: 1.1406 - accuracy: 0.5156 - val_loss: 1.1863 - val_accuracy: 0.4125\n", "Epoch 2/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.7857 - accuracy: 0.7094 - val_loss: 1.0722 - val_accuracy: 0.4500\n", "Epoch 3/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.5427 - accuracy: 0.8062 - val_loss: 0.5968 - val_accuracy: 0.7375\n", "Epoch 4/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.3869 - accuracy: 0.8594 - val_loss: 0.3860 - val_accuracy: 0.8875\n", "Epoch 5/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.3457 - accuracy: 0.8844 - val_loss: 0.3505 - val_accuracy: 0.8750\n", "Epoch 6/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.2111 - accuracy: 0.9219 - val_loss: 0.3448 - val_accuracy: 0.8375\n", "Epoch 7/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.1727 - accuracy: 0.9344 - val_loss: 0.2243 - val_accuracy: 0.9375\n", "Epoch 8/20\n", "80/80 [==============================] - 19s 239ms/step - loss: 0.2318 - accuracy: 0.9094 - val_loss: 0.2877 - val_accuracy: 0.9250\n", "Epoch 9/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.1370 - accuracy: 0.9531 - val_loss: 0.1760 - val_accuracy: 0.9625\n", "Epoch 10/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.1316 - accuracy: 0.9469 - val_loss: 0.1509 - val_accuracy: 0.9750\n", "Epoch 11/20\n", "80/80 [==============================] - 19s 234ms/step - loss: 0.0672 - accuracy: 0.9781 - val_loss: 0.1325 - val_accuracy: 0.9875\n", "Epoch 12/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.1526 - accuracy: 0.9563 - val_loss: 0.3163 - val_accuracy: 0.9125\n", "Epoch 13/20\n", "80/80 [==============================] - 19s 234ms/step - loss: 0.0928 - accuracy: 0.9719 - val_loss: 0.1223 - val_accuracy: 0.9875\n", "Epoch 14/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.0747 - accuracy: 0.9844 - val_loss: 0.1863 - val_accuracy: 0.9625\n", "Epoch 15/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.1184 - accuracy: 0.9656 - val_loss: 0.2501 - val_accuracy: 0.9500\n", "Epoch 16/20\n", "80/80 [==============================] - 19s 234ms/step - loss: 0.1149 - accuracy: 0.9563 - val_loss: 0.1851 - val_accuracy: 0.9625\n", "Epoch 17/20\n", "80/80 [==============================] - 19s 234ms/step - loss: 0.0382 - accuracy: 0.9906 - val_loss: 0.3659 - val_accuracy: 0.9125\n", "Epoch 18/20\n", "80/80 [==============================] - 19s 234ms/step - loss: 0.0314 - accuracy: 0.9906 - val_loss: 0.2301 - val_accuracy: 0.9250\n", "Epoch 19/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.0495 - accuracy: 0.9844 - val_loss: 0.3805 - val_accuracy: 0.9250\n", "Epoch 20/20\n", "80/80 [==============================] - 19s 235ms/step - loss: 0.0195 - accuracy: 0.9969 - val_loss: 0.1808 - val_accuracy: 0.9625\n", "*************************************************************************\n", "Final MobileNetV3-Large (Fine Tuning) Accuracy: 0.9700000286102295\n", "*************************************************************************\n" ] } ], "source": [ "model = get_architecture(y, mobilenet_size=\"large\", as_feature_extractor=False)\n", "\n", "history_v3Large_ft = model.fit(\n", " X_train,\n", " y_train,\n", " batch_size=BATCH_SIZE,\n", " epochs=NUM_EPOCHS,\n", " validation_data=(X_val, y_val),\n", " callbacks=get_callbacks(WEIGHTS_FILE, NUM_EPOCHS // 2, 0.25),\n", ")\n", "\n", "model.load_weights(WEIGHTS_FILE)\n", "final_accuracy = model.evaluate(X_test, y_test, batch_size=1, verbose=0)[1]\n", "print(\"*\" * 73)\n", "print(f\"Final MobileNetV3-Large (Fine Tuning) Accuracy: {final_accuracy}\")\n", "print(\"*\" * 73)" ] }, { "cell_type": "markdown", "metadata": { "id": "I0CwQLvF0hfz" }, "source": [ "### Plotting model performances" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "PLJnrlqSr-DG", "outputId": "9b20b977-802c-4d5a-a271-0357a69f0e96" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "plot_performances([\n", " (\"MobileNetV3-Small-Fine Tuning\", history_v3Small_ft.history[\"val_accuracy\"]),\n", " (\"MobileNetV3-Small-Feature Extractor\", history_v3Small_fe.history[\"val_accuracy\"]),\n", " (\"MobileNetV3-Large-Fine Tuning\", history_v3Large_ft.history[\"val_accuracy\"]),\n", " (\"MobileNetV3-Large-Feature Extractor\", history_v3Large_fe.history[\"val_accuracy\"])\n", "])" ] }, { "cell_type": "markdown", "metadata": { "id": "dqhVkpKHbfCy" }, "source": [ "## Possible Extensions\n", "1. Use a different pre-trained network (for instance, NASNetMobile).\n", "2. Try a different training approach where pre-trained weights are not loaded.\n", "3. Try different learning rates (0.0001 in this notebook) or other optimization algorithms (e.g.: SGD) (Adam in this notebook).\n", "4. Try different epochs and batch sizes." ] }, { "cell_type": "markdown", "metadata": { "id": "b3jq6zle0hf0" }, "source": [ "## Bibliography\n", "Bengio, Y., 2012. Deep Learning of Representations for Unsupervised and Transfer Learning. In: Journal of Machine Learning Research; 17–37.\n", "\n", "Wang, G., Sun, Y., Wang, J., (2017). Automatic Image-Based Plant Disease Severity Estimation Using Deep Learning. Computational Intelligence and Neuroscience; 2017:8.\n", "\n", "Mehdipour-Ghazi, M., Yanikoglu, B.A., & Aptoula, E. (2017). Plant identification using deep neural networks via optimization of transfer learning parameters. Neurocomputing, 235, 228-235.\n", "\n", "Suh, H.K., IJsselmuiden, J., Hofstee, J.W., van Henten, E.J., (2018). Transfer learning for the classification of sugar beet and volunteer potato under field conditions. Biosystems Engineering; 174:50–65.\n", "\n", "Kounalakis T., Triantafyllidis G. A., Nalpantidis L., (2019). Deep learning-based visual recognition of rumex for robotic precision farming. Computers and Electronics in Agriculture.\n", "\n", "Too, E.C., Yujian, L., Njuki, S., & Ying-chun, L. (2019). A comparative study of fine-tuning deep learning models for plant disease identification. Comput. Electron. Agric., 161, 272-279.\n", "\n", "Espejo-Garcia, B., Mylonas, N., Athanasakos, L., & Fountas, S., (2020). Improving\n", "Weeds Identification with a Repository of Agricultural Pre-trained Deep Neural\n", "Networks. Computers and Electronics in Agriculture; 175 (August).\n", "\n", "Sandler, M., Howard, A.G., Zhu, M., Zhmoginov, A., & Chen, L. (2018). MobileNetV2: Inverted Residuals and Linear Bottlenecks. 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 4510-4520.\n", "\n", "Howard, A.G., Sandler, M., Chu, G., Chen, L., Chen, B., Tan, M., Wang, W., Zhu, Y., Pang, R., Vasudevan, V., Le, Q.V., & Adam, H. (2019). Searching for MobileNetV3. 2019 IEEE/CVF International Conference on Computer Vision (ICCV), 1314-1324.\n", "\n", "https://pytorch.org/tutorials/beginner/finetuning_torchvision_models_tutorial.html\n", "\n", "https://www.oreilly.com/library/view/programming-pytorch-for/9781492045342/ch04.html" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "weeds_identification-transfer_learning-6.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 1 }