{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Rs_sWD7G-ePJ" }, "source": [ "[](http://edenlibrary.ai/)" ] }, { "cell_type": "markdown", "metadata": { "id": "cjxu4MZp-ePW" }, "source": [ "# Weeds Identification-Transfer Learning-2" ] }, { "cell_type": "markdown", "metadata": { "id": "LX_8Lm4t-ePZ" }, "source": [ "## Instructions\n", "1. Clone the repository.\n", "2. Download the necessary datasets from Eden Repository:\n", " 1. Cotton-10/JUN/2019-v1\n", " 2. Velvet leaf-22/MAY/2019-v1\n", "3. Unzip dataset files and remove the zip files.\n", "4. Create a folder called 'eden_data'.\n", "5. Move the unzipped datasets into this folder.\n", "6. The resulting directory structure should be:\n", " * eden_library_notebooks/\n", " * image_classification/\n", " * weeds_identification-transfer_learning-2.ipynb\n", " * eden_data/\n", " * Cotton-Gossypium Herbaceum-100619-Healthy-zz\n", " * Velvet leaf-Abutilon Theophrasti-220519-Weed-zz\n", "7. Install notebook dependencies by running:\n", "
conda env create -f eden_transfer_learning.yml
\n", "8. Open the notebook: jupyter notebook\n", "9. Run the code\n", "\n", "**Note:** If you find any issues while executing the notebook, don't hesitate to open an issue on Github. We will reply you as soon as possible." ] }, { "cell_type": "markdown", "metadata": { "id": "BJ0le47c-ePc" }, "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 (probably) 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.\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." ] }, { "cell_type": "markdown", "metadata": { "id": "_ZThKRHkRYBH" }, "source": [ "**UPDATES**\n", "\n", "* ***06/04/2021*** Added learning Curves plots.\n", "* ***06/04/2021*** Improved accuracy by **11%** with different dropout and learning rate.\n", "* ***28/04/2021*** Changed the file structure, see instructions for details. ( **IMPORTANT** ) \n", "* ***28/04/2021*** Upgraded read function to become OS agnostic. It now works for both Windows and Linux machines." ] }, { "cell_type": "markdown", "metadata": { "id": "6LQY1sFu-ePd" }, "source": [ "#### Library Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "WWqWwzSp-ePg" }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import numpy as np\n", "import cv2\n", "import os\n", "from tqdm import tqdm\n", "from glob import glob\n", "from pathlib import Path\n", "\n", "import tensorflow as tf \n", "\n", "from tensorflow.keras.applications import InceptionV3\n", "from tensorflow.keras.applications.xception import preprocess_input\n", "\n", "from tensorflow.keras.layers import Flatten,Dense, Dropout\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.utils import to_categorical\n", "from tensorflow.keras.callbacks import EarlyStopping,ReduceLROnPlateau,ModelCheckpoint\n", "\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", "import random\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "id": "TfsWLFzz-ePi" }, "source": [ "#### Auxiliar Functions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "4l0QltP1-ePj" }, "outputs": [], "source": [ "def denormalise(values):\n", " # Some functions need 1-d arrays\n", " # This function transform n-dimensional y to 1-d y\n", " y_den = []\n", " for dist in values:\n", " y_den.append(np.argmax(dist))\n", " \n", " return y_den" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "6yZvm6eS-ePk" }, "outputs": [], "source": [ "#Function for plotting images.\n", "def plot_sample(X):\n", " # Plotting 6 sample images\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)])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "SzcXb5lV-ePl" }, "outputs": [], "source": [ "def read_data(path_list, im_size=(128,128)):\n", " \n", " X = []\n", " y = []\n", " \n", " # Exctract the file-names of the datasets we read 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) \n", " # Resize to appropriate dimensions.You can try different interpolation methods.\n", " im = cv2.resize(im, im_size,interpolation=cv2.INTER_LINEAR)\n", " # By default OpenCV read with BGR format, return back to RGB.\n", " im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\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" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "mZz4q2Nw-ePn" }, "outputs": [], "source": [ "def get_callbacks(weights_file, patience, lr_factor):\n", " return [\n", " # Only save the weights that correspond to the maximum validation accuracy \n", " ModelCheckpoint(filepath= weights_file,\n", " monitor=\"val_accuracy\",\n", " mode=\"max\",\n", " save_best_only=True, \n", " save_weights_only=True),\n", " # If val_loss doesn't improve for a number of epochs set with 'patience' var \n", " # training will stop to avoid overfitting. \n", " EarlyStopping(monitor=\"val_loss\",\n", " mode=\"min\",\n", " patience = patience,\n", " verbose=1),\n", " # Learning rate is reduced by 'lr_factor' if val_loss stagnates\n", " # for a number of epochs set with 'patience' var. \n", " ReduceLROnPlateau(monitor=\"val_loss\", mode=\"min\",\n", " factor=lr_factor, min_lr=1e-6, patience=patience//2, verbose=1)]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "P7aAWdPuAC3C" }, "outputs": [], "source": [ "# Plot learning curves for both validation accuracy & loss,\n", "# training accuracy & loss\n", "def plot_training_curves(history):\n", " # Defining the metrics we will plot.\n", " train_acc=history.history['accuracy']\n", " val_acc=history.history['val_accuracy']\n", " train_loss = history.history['loss']\n", " val_loss = history.history['val_loss']\n", " \n", " # Range for the X axis.\n", " epochs = range(len(train_loss))\n", " \n", " fig,axs =plt.subplots(1,2,figsize=(20,10))#figure size w,h in inches \n", "\n", " # Plotting Loss figures.\n", " plt.rcParams.update({'font.size': 22}) # configuring font size.\n", " fig = plt.subplot(1,2,1)\n", " plt.plot(epochs,train_loss,c=\"red\",label=\"Training Loss\") # plotting\n", " plt.plot(epochs,val_loss,c=\"blue\",label=\"Validation Loss\")\n", " plt.xlabel(\"Epochs\")# title for x axis\n", " plt.ylabel(\"Loss\") # title for y axis\n", " plt.legend()\n", "\n", " # Plotting Accuracy figures. \n", " fig = plt.subplot(1,2,2)\n", " plt.plot(epochs,train_acc,c=\"red\",label=\"Training Acc\") #plotting\n", " plt.plot(epochs,val_acc,c=\"blue\",label=\"Validation Acc\")\n", " plt.xlabel(\"Epochs\") # title for x axis\n", " plt.ylabel(\"Accuracy\") # title for y axis\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "6iWa5LdG-ePq" }, "source": [ "#### Experimental Constants" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "9N06aMht-ePq" }, "outputs": [], "source": [ "INPUT_SHAPE = (128, 128, 3)\n", "IM_SIZE = (128, 128)\n", "EPOCHS = 50\n", "BATCH_SIZE = 8\n", "TEST_SPLIT = 0.15\n", "VAL_SPLIT = 0.15\n", "RANDOM_STATE = 2020\n", "WEIGHTS_FILE = \"weights.h5\"# File that stores updated weights\n", "# Datasets' paths we want to work on.\n", "PATH_LIST = ['eden_data/Cotton-100619-Healthy-zz-V1-20210225102300',\n", " 'eden_data/Velvet leaf-220519-Weed-zz-V1-20210225104123']" ] }, { "cell_type": "markdown", "metadata": { "id": "cWhaSWeZ-ePr" }, "source": [ "#### Reading and showing pictures" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3BWMBzkG-ePr", "outputId": "993e12ab-8b01-4fc1-cc1c-36b5cf8355e0" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 47/47 [00:12<00:00, 3.63it/s]\n", "100%|██████████| 129/129 [00:33<00:00, 3.80it/s]\n" ] } ], "source": [ "i=0\n", "for path in PATH_LIST:\n", " #Define paths in an OS agnostic way.\n", " PATH_LIST[i] = str(Path(Path.cwd()).parents[0].joinpath(path)) \n", " i+=1\n", "X, y = read_data(PATH_LIST, IM_SIZE) " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 361 }, "id": "QwanEhJf-ePs", "outputId": "57bc9640-c22a-4a48-d0e6-544433d5f7a5" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Class 0\n", "plot_sample(X[:50])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 361 }, "id": "FEfILx4I-ePv", "outputId": "495b33ae-4773-4b07-c2fa-f91db25f982a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Class 1\n", "plot_sample(X[-50:])" ] }, { "cell_type": "markdown", "metadata": { "id": "ZR8U94E6-ePw" }, "source": [ "#### Architecture Definition" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "2BXQ27vH-ePx" }, "outputs": [], "source": [ "def get_architecture(y):\n", " feature_extractor = InceptionV3(\n", " weights=\"imagenet\", # Load weights pre-trained on ImageNet.\n", " include_top=False, # Do not include the ImageNet classifier at the top.\n", " input_shape=INPUT_SHAPE) \n", "\n", " # Unfreeze the base_model,we want to fine-tune the initial model.\n", " feature_extractor.trainable = True\n", "\n", " # Create new model on top.\n", " x = Flatten(name=\"flatten\")(feature_extractor.output)#flattening layer.\n", " x = Dense(units=100, activation=\"relu\")(x) #Add a fully connected layer.\n", " x = Dropout(0.4)(x) # Regularize with dropout.\n", " #Create a Classifier with shape=number_of_training_classes.\n", " out = Dense(units=y.shape[1], \n", " activation=\"softmax\")(x)\n", " #This is the final model. \n", " model = Model(feature_extractor.input, out)\n", "\n", " #Defining a base learning rate for Adam optimizer.\n", " base_learning_rate =0.0001\n", " model.compile(loss=\"categorical_crossentropy\",\n", " optimizer=Adam(lr=base_learning_rate),\n", " metrics=[\"accuracy\"])\n", " \n", " return model" ] }, { "cell_type": "markdown", "metadata": { "id": "VYcQh5nn-ePx" }, "source": [ "#### Data preprocessing and dataset splitting among train-val-test sets" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "Tf_UM82--ePy" }, "outputs": [], "source": [ "X_prep = preprocess_input(X)\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X_prep, y,\n", " test_size=TEST_SPLIT, \n", " random_state = RANDOM_STATE)\n", "\n", "X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, \n", " test_size=VAL_SPLIT, \n", " random_state = RANDOM_STATE)" ] }, { "cell_type": "markdown", "metadata": { "id": "YDF4yf8c-ePz" }, "source": [ "#### Loading Deep Neural Network" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "So4l3mQG-ePz" }, "outputs": [], "source": [ "model = get_architecture(y)" ] }, { "cell_type": "markdown", "metadata": { "id": "UmP41IG9-eP0" }, "source": [ "#### Training" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eURNHS8m-eP1", "outputId": "fee2ab66-e522-4073-dd9e-af6549b2d891" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "16/16 [==============================] - 39s 2s/step - loss: 0.4766 - accuracy: 0.7540 - val_loss: 2.9400 - val_accuracy: 0.6087\n", "Epoch 2/50\n", "16/16 [==============================] - 20s 1s/step - loss: 0.3396 - accuracy: 0.8095 - val_loss: 3.9921 - val_accuracy: 0.6087\n", "Epoch 3/50\n", "16/16 [==============================] - 16s 1s/step - loss: 0.1383 - accuracy: 0.9206 - val_loss: 3.6136 - val_accuracy: 0.6087\n", "Epoch 4/50\n", "16/16 [==============================] - 15s 952ms/step - loss: 0.1500 - accuracy: 0.9603 - val_loss: 2.2202 - val_accuracy: 0.6957\n", "Epoch 5/50\n", "16/16 [==============================] - 20s 1s/step - loss: 0.1223 - accuracy: 0.9603 - val_loss: 1.8531 - val_accuracy: 0.7391\n", "Epoch 6/50\n", "16/16 [==============================] - 19s 1s/step - loss: 0.1383 - accuracy: 0.9603 - val_loss: 1.6766 - val_accuracy: 0.7391\n", "Epoch 7/50\n", "16/16 [==============================] - 28s 2s/step - loss: 0.1306 - accuracy: 0.9444 - val_loss: 1.1643 - val_accuracy: 0.8261\n", "Epoch 8/50\n", "16/16 [==============================] - 15s 942ms/step - loss: 0.0313 - accuracy: 0.9921 - val_loss: 1.0226 - val_accuracy: 0.8261\n", "Epoch 9/50\n", "16/16 [==============================] - 16s 1s/step - loss: 0.0341 - accuracy: 0.9841 - val_loss: 0.8286 - val_accuracy: 0.8696\n", "Epoch 10/50\n", "16/16 [==============================] - 15s 940ms/step - loss: 0.0419 - accuracy: 0.9841 - val_loss: 0.6808 - val_accuracy: 0.8696\n", "Epoch 11/50\n", "16/16 [==============================] - 19s 1s/step - loss: 0.0603 - accuracy: 0.9841 - val_loss: 0.2147 - val_accuracy: 0.9565\n", "Epoch 12/50\n", "16/16 [==============================] - 16s 988ms/step - loss: 0.0224 - accuracy: 0.9921 - val_loss: 0.1347 - val_accuracy: 0.9565\n", "Epoch 13/50\n", "16/16 [==============================] - 16s 987ms/step - loss: 0.1917 - accuracy: 0.9683 - val_loss: 0.2303 - val_accuracy: 0.9565\n", "Epoch 14/50\n", "16/16 [==============================] - 16s 1s/step - loss: 0.0303 - accuracy: 0.9921 - val_loss: 0.4104 - val_accuracy: 0.8696\n", "Epoch 15/50\n", "16/16 [==============================] - 17s 1s/step - loss: 0.1081 - accuracy: 0.9524 - val_loss: 0.2772 - val_accuracy: 0.9130\n", "Epoch 16/50\n", "16/16 [==============================] - 17s 1s/step - loss: 0.0107 - accuracy: 1.0000 - val_loss: 0.2624 - val_accuracy: 0.9130\n", "Epoch 17/50\n", "16/16 [==============================] - ETA: 0s - loss: 0.0105 - accuracy: 1.0000\n", "Epoch 00017: ReduceLROnPlateau reducing learning rate to 2.499999936844688e-05.\n", "16/16 [==============================] - 18s 1s/step - loss: 0.0105 - accuracy: 1.0000 - val_loss: 0.2539 - val_accuracy: 0.9565\n", "Epoch 18/50\n", "16/16 [==============================] - 18s 1s/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 0.2715 - val_accuracy: 0.9565\n", "Epoch 19/50\n", "16/16 [==============================] - 18s 1s/step - loss: 0.0246 - accuracy: 0.9921 - val_loss: 0.2844 - val_accuracy: 0.9565\n", "Epoch 20/50\n", "16/16 [==============================] - 18s 1s/step - loss: 0.0223 - accuracy: 0.9841 - val_loss: 0.2681 - val_accuracy: 0.9565\n", "Epoch 21/50\n", "16/16 [==============================] - 18s 1s/step - loss: 0.0034 - accuracy: 1.0000 - val_loss: 0.2612 - val_accuracy: 0.9565\n", "Epoch 22/50\n", "16/16 [==============================] - ETA: 0s - loss: 0.0083 - accuracy: 1.0000\n", "Epoch 00022: ReduceLROnPlateau reducing learning rate to 6.24999984211172e-06.\n", "16/16 [==============================] - 15s 927ms/step - loss: 0.0083 - accuracy: 1.0000 - val_loss: 0.2534 - val_accuracy: 0.9565\n", "Epoch 00022: early stopping\n", "Wall time: 7min 39s\n" ] } ], "source": [ "%%time\n", "history=model.fit(X_train, #train data\n", " y_train, #labels\n", " batch_size=BATCH_SIZE,\n", " epochs=EPOCHS,\n", " validation_data=(X_val, y_val),\n", " callbacks=get_callbacks(WEIGHTS_FILE, \n", " EPOCHS//5, \n", " 0.25))" ] }, { "cell_type": "markdown", "metadata": { "id": "4LjarkT3-eP3" }, "source": [ "#### Final performance" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 626 }, "id": "oqLAlxXuBONL", "outputId": "68b44f5c-e74d-45f4-f5da-afcca074a3de", "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plotting the learning curves.\n", "plot_training_curves(history)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rirlPf1o-eP3", "outputId": "6455a055-3951-4b39-e731-0b66604725c6" }, "outputs": [ { "data": { "text/plain": [ "0.9259259259259259" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Load optimal weights computed during training.\n", "model.load_weights(WEIGHTS_FILE)\n", "#Make precictions on test set and print model's accuracy.\n", "f1_score(denormalise(y_test), \n", " denormalise(model.predict(X_test)),\n", " average='micro')" ] }, { "cell_type": "markdown", "metadata": { "id": "tviuu5w6-eP4" }, "source": [ "### Possible Extensions\n", "1. Evaluate the model with other metrics.\n", "2. Try different dropout rates and neurons in the fully-connected part of the network.\n", "3. Try different epochs and batch sizes.\n", "4. Try different interpolation methods on the cv2.resize() function." ] }, { "cell_type": "markdown", "metadata": { "id": "e5tOoERn-eP6" }, "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", "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)." ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "weeds_identification-transfer_learning-2.ipynb", "provenance": [] }, "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 1 }