diff --git a/server-trainer/Camera_Identification_VitesseRoadSign-ModelTraining.py b/server-trainer/Camera_Identification_VitesseRoadSign-ModelTraining.py deleted file mode 100644 index ee8a039..0000000 --- a/server-trainer/Camera_Identification_VitesseRoadSign-ModelTraining.py +++ /dev/null @@ -1,208 +0,0 @@ -import tensorflow as tf -from tensorflow.keras import layers, models -import numpy as np -from sklearn.utils import shuffle -from sklearn.model_selection import train_test_split -import cv2 -import os -import time -import dataset - -size=42 -dir_images_panneaux="server-trainer/images/road_sign_speed_trainers/panneaux" -dir_images_autres_panneaux="server-trainer/images/road_sign_speed_trainers/autres_panneaux" -dir_images_genere_sans_panneaux="server-trainer/images/road_sign_speed_trainers/genere_sans_panneaux" - -batch_size=128 -nbr_entrainement=1 #20 - -def panneau_model(nbr_classes): - model=tf.keras.Sequential() - - model.add(layers.Input(shape=(size, size, 3), dtype='float32')) - - model.add(layers.Conv2D(128, 3, strides=1)) - model.add(layers.Dropout(0.2)) - model.add(layers.BatchNormalization()) - model.add(layers.Activation('relu')) - - model.add(layers.Conv2D(128, 3, strides=1)) - model.add(layers.Dropout(0.2)) - model.add(layers.BatchNormalization()) - model.add(layers.Activation('relu')) - - model.add(layers.MaxPool2D(pool_size=2, strides=2)) - - model.add(layers.Conv2D(256, 3, strides=1)) - model.add(layers.Dropout(0.3)) - model.add(layers.BatchNormalization()) - model.add(layers.Activation('relu')) - - model.add(layers.Conv2D(256, 3, strides=1)) - model.add(layers.Dropout(0.4)) - model.add(layers.BatchNormalization()) - model.add(layers.Activation('relu')) - - model.add(layers.MaxPool2D(pool_size=2, strides=2)) - - model.add(layers.Flatten()) - model.add(layers.Dense(512, activation='relu')) - model.add(layers.Dropout(0.5)) - model.add(layers.BatchNormalization()) - model.add(layers.Dense(nbr_classes, activation='sigmoid')) - - return model - -def lire_images_panneaux(dir_images_panneaux, size=None): - tab_panneau=[] - tab_image_panneau=[] - - if not os.path.exists(dir_images_panneaux): - quit("Le repertoire d'image n'existe pas: {}".format(dir_images_panneaux)) - - files=os.listdir(dir_images_panneaux) - if files is None: - quit("Le repertoire d'image est vide: {}".format(dir_images_panneaux)) - - for file in sorted(files): - if file.endswith("png"): - tab_panneau.append(file.split(".")[0]) - image=cv2.imread(dir_images_panneaux+"/"+file) - if size is not None: - image=cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) - tab_image_panneau.append(image) - - return tab_panneau, tab_image_panneau - -tab_panneau, tab_image_panneau=lire_images_panneaux(dir_images_panneaux, size) - -tab_images=np.array([]).reshape(0, size, size, 3) -tab_labels=np.array([]).reshape(0, len(tab_image_panneau)) - -id=0 -for image in tab_image_panneau: - lot = [] - for _ in range(120): - lot.append(dataset.modif_img(image)) - lot = np.array(lot) - tab_images=np.concatenate((tab_images, lot)) - tab_labels=np.concatenate([tab_labels, np.repeat([np.eye(len(tab_image_panneau))[id]], len(lot), axis=0)]) - id += 1 - - -files=os.listdir(dir_images_autres_panneaux) -if files is None: - quit("Le repertoire d'image est vide:".format(dir_images_autres_panneaux)) - -nbr=0 -for file in files: - lot = [] - if file.endswith("png"): - path=os.path.join(dir_images_autres_panneaux, file) - image=cv2.resize(cv2.imread(path), (size, size), cv2.INTER_LANCZOS4) - for _ in range(700): - lot.append(dataset.modif_img(image)) - lot = np.array(lot) - tab_images=np.concatenate([tab_images, lot]) - nbr+=len(lot) - -tab_labels=np.concatenate([tab_labels, np.repeat([np.full(len(tab_image_panneau), 0)], nbr, axis=0)]) - -nbr_np=int(len(tab_images)/2) - -id=1 -nbr=0 -tab=[] -for cpt in range(nbr_np): - file=dir_images_genere_sans_panneaux+"/{:d}.png".format(id) - if not os.path.isfile(file): - break - image=cv2.resize(cv2.imread(file), (size, size)) - tab.append(image) - id+=1 - nbr+=1 - -tab_images=np.concatenate([tab_images, tab]) -tab_labels=np.concatenate([tab_labels, np.repeat([np.full(len(tab_image_panneau), 0)], nbr, axis=0)]) - -tab_panneau=np.array(tab_panneau) -tab_images=np.array(tab_images, dtype=np.float32)/255 -tab_labels=np.array(tab_labels, dtype=np.float32) #.reshape([-1, 1]) - -train_images, test_images, train_labels, test_labels=train_test_split(tab_images, tab_labels, test_size=0.10) - -train_ds=tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) -test_ds=tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) - -print("train_images", len(train_images)) -print("test_images", len(test_images)) - -@tf.function -def train_step(images, labels): - with tf.GradientTape() as tape: - predictions=model_panneau(images) - loss=my_loss(labels, predictions) - gradients=tape.gradient(loss, model_panneau.trainable_variables) - optimizer.apply_gradients(zip(gradients, model_panneau.trainable_variables)) - train_loss(loss) - train_accuracy(labels, predictions) - -def train(train_ds, nbr_entrainement): - for entrainement in range(nbr_entrainement): - start=time.time() - for images, labels in train_ds: - train_step(images, labels) - message='Entrainement {:04d}: loss: {:6.4f}, accuracy: {:7.4f}%, temps: {:7.4f}' - print(message.format(entrainement+1, - train_loss.result(), - train_accuracy.result()*100, - time.time()-start)) - train_loss.reset_states() - train_accuracy.reset_states() - test(test_ds) - -def my_loss(labels, preds): - labels_reshape=tf.reshape(labels, (-1, 1)) - preds_reshape=tf.reshape(preds, (-1, 1)) - result=loss_object(labels_reshape, preds_reshape) - return result - -def test(test_ds): - start=time.time() - for test_images, test_labels in test_ds: - predictions=model_panneau(test_images) - t_loss=my_loss(test_labels, predictions) - test_loss(t_loss) - test_accuracy(test_labels, predictions) - message=' >>> Test: loss: {:6.4f}, accuracy: {:7.4f}%, temps: {:7.4f}' - print(message.format(test_loss.result(), - test_accuracy.result()*100, - time.time()-start)) - test_loss.reset_states() - test_accuracy.reset_states() - -optimizer=tf.keras.optimizers.Adam() -loss_object=tf.keras.losses.BinaryCrossentropy() -train_loss=tf.keras.metrics.Mean() -train_accuracy=tf.keras.metrics.BinaryAccuracy() -test_loss=tf.keras.metrics.Mean() -test_accuracy=tf.keras.metrics.BinaryAccuracy() -model_panneau=panneau_model(len(tab_panneau)) -checkpoint=tf.train.Checkpoint(model_panneau=model_panneau) - -print("Entrainement") -train(train_ds, nbr_entrainement) -checkpoint.save(file_prefix="server-ia/data/modeles/road_sign_speed_trainers/modele_panneau") - -quit() - -for i in range(len(test_images)): - prediction=model_panneau(np.array([test_images[i]])) - print("prediction", prediction[0]) - if np.sum(prediction[0])<0.6: - print("Ce n'est pas un panneau") - else: - print("C'est un panneau:", tab_panneau[np.argmax(prediction[0])]) - cv2.imshow("image", test_images[i]) - if cv2.waitKey()&0xFF==ord('q'): - break diff --git a/server-trainer/RoadSigns-ModelTraining_Yolovv3.py b/server-trainer/RoadSigns-ModelTraining_Yolovv3.py deleted file mode 100644 index 27c3ef9..0000000 --- a/server-trainer/RoadSigns-ModelTraining_Yolovv3.py +++ /dev/null @@ -1,31 +0,0 @@ -import os - -# Assurez-vous d'être dans le répertoire Darknet -os.chdir("chemin/vers/votre/darknet") - -# Entraînement du modèle YOLOv3 pour les panneaux de signalisation routière -# Utilisation du CPU uniquement - -# Chemin vers les données d'entraînement et de validation -train_data = "server-trainer/images/road_sign_trainers/train_speed" -valid_data = "server-trainer/images/road_sign_trainers/test_speed" - -# Paramètres d'entraînement -batch_size = 64 -subdivisions = 16 -num_epochs = 1000 - -# Commande d'entraînement -train_command = f"./darknet detector train data/obj.data cfg/yolov3_custom_train.cfg yolov3.weights -map -dont_show -gpus 0" - -# Boucle d'entraînement -for epoch in range(num_epochs): - print(f"Epoch {epoch+1}/{num_epochs}") - - # Entraînement sur les données d'entraînement - os.system(train_command) - - # Validation sur les données de validation - os.system(f"./darknet detector map data/obj.data cfg/yolov3_custom_test.cfg backup/yolov3_custom_train_{epoch+1}.weights") - -print("Entraînement terminé!") diff --git a/server-trainer/UsersIdentification-ModelTraining.py b/server-trainer/UsersIdentification-ModelTraining.py deleted file mode 100644 index 37eb7d0..0000000 --- a/server-trainer/UsersIdentification-ModelTraining.py +++ /dev/null @@ -1,33 +0,0 @@ -import cv2 -import os -import numpy as np -import pickle - -image_dir="server-trainer/images/avatars/" -current_id=0 -label_ids={} -x_train=[] -y_labels=[] - -for root, dirs, files in os.walk(image_dir): - if len(files): - label=root.split("/")[-1] - for file in files: - if file.endswith("jpg"): - path=os.path.join(root, file) - if not label in label_ids: - label_ids[label]=current_id - current_id+=1 - id_=label_ids[label] - image=cv2.imread(path, cv2.IMREAD_GRAYSCALE) - x_train.append(image) - y_labels.append(id_) - -with open("server-ia/data/modeles/camera_identification_user/labels.pickle", "wb") as f: - pickle.dump(label_ids, f) - -x_train=np.array(x_train) -y_labels=np.array(y_labels) -recognizer=cv2.face.LBPHFaceRecognizer_create() -recognizer.train(x_train, y_labels) -recognizer.save("server-ia/data/modeles/camera_identification_user/trainner.yml") diff --git a/server-trainer/dataset_generation/Dataset_images_autres_panneaux.py b/server-trainer/dataset_generation/Dataset_images_autres_panneaux.py new file mode 100644 index 0000000..4027ed3 --- /dev/null +++ b/server-trainer/dataset_generation/Dataset_images_autres_panneaux.py @@ -0,0 +1,117 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.utils import shuffle +import os +import cv2 +import csv +import dataset_params_edition as dataset + +# Taille des images +size = 60 +# Nombre total d'images à générer +nombre_images_a_generer = 2000 +# Chemin vers le répertoire contenant les images de panneaux +dir_images_panneaux = "server-trainer/images/autres_panneaux" +dir_images_genere_panneaux = "server-trainer/images/genere_autres_panneaux" +csv_file_path = "server-trainer/images/genere_autres_panneaux_labels.csv" + +# Fonction pour lire les images de panneaux à partir du répertoire spécifié +def lire_images_panneaux(dir_images_panneaux, size=None): + print(f"Lecture des images depuis le répertoire : {dir_images_panneaux}") + tab_panneau = [] + tab_image_panneau = [] + + if not os.path.exists(dir_images_panneaux): + quit(f"Le répertoire d'image n'existe pas: {dir_images_panneaux}") + + files = os.listdir(dir_images_panneaux) + + if files is None or len(files) == 0: + quit(f"Le répertoire d'image est vide: {dir_images_panneaux}") + + for file in sorted(files): + if file.endswith("png"): + tab_panneau.append(file.split(".")[0]) + image = cv2.imread(os.path.join(dir_images_panneaux, file)) + if size is not None: + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + tab_image_panneau.append(image) + + return tab_panneau, tab_image_panneau + +# Supprimer les images existantes et le fichier CSV +if os.path.exists(dir_images_genere_panneaux): + for file in os.listdir(dir_images_genere_panneaux): + file_path = os.path.join(dir_images_genere_panneaux, file) + if os.path.isfile(file_path): + os.remove(file_path) + +if os.path.exists(csv_file_path): + os.remove(csv_file_path) + +tab_panneau, tab_image_panneau = lire_images_panneaux(dir_images_panneaux, size) +print(f"Nombre d'images lues : {len(tab_image_panneau)}") + +tab_images = np.array([]).reshape(0, size, size, 3) +tab_labels = [] + +images_par_panneau = nombre_images_a_generer // len(tab_image_panneau) +print(f"Nombre d'images à générer par panneau : {images_par_panneau}") + +print("Génération des images modifiées...") +csv_data = [] # Liste pour stocker les données du CSV +for id, image in enumerate(tab_image_panneau): + lot = [] + for i in range(images_par_panneau): + lot.append(dataset.modif_img(image)) + lot = np.array(lot) + tab_images = np.concatenate([tab_images, lot]) + tab_labels = np.concatenate([tab_labels, np.full(len(lot), id)]) + +print(f"Nombre total d'images générées : {len(tab_images)}") + +tab_panneau = np.array(tab_panneau) +tab_images = np.array(tab_images, dtype=np.float32) / 255 +tab_labels = np.array(tab_labels).reshape([-1, 1]) + +tab_images, tab_labels = shuffle(tab_images, tab_labels) +print("Données mélangées.") + +print(f"Sauvegarde des images générées dans : {dir_images_genere_panneaux}") +if not os.path.exists(dir_images_genere_panneaux): + os.makedirs(dir_images_genere_panneaux) + +for i in range(len(tab_images)): + # Générer un nom de fichier unique + file_name = "{}_{}.png".format(i, tab_panneau[int(tab_labels[i])]) + # Enregistrer l'image dans le répertoire de sortie + cv2.imwrite(os.path.join(dir_images_genere_panneaux, file_name), tab_images[i] * 255.0) + + # Ajouter les données au CSV + label = "OP" + str(i) + csv_data.append([file_name, label]) + +print("Toutes les images ont été sauvegardées.") +print(f"Nombre total d'images sauvegardées : {len(tab_images)}") + +# Écrire les données dans le fichier CSV +print(f"Écriture des labels dans le fichier CSV : {csv_file_path}") +with open(csv_file_path, mode='w', newline='') as file: + writer = csv.writer(file) + writer.writerow(["filename", "label"]) # Écrire l'en-tête + writer.writerows(csv_data) # Écrire les données + +print("Fichier CSV généré.") + +print("Affichage des images générées...") +for i in range(len(tab_images)): + cv2.imshow("panneau", tab_images[i]) + print(f"label: {tab_labels[i][0]}, panneau: {tab_panneau[int(tab_labels[i])]}") + key = cv2.waitKey(0) & 0xFF + if key == ord('q'): + print("Sortie demandée par l'utilisateur.") + break + +cv2.destroyAllWindows() +print("Terminé.") diff --git a/server-trainer/dataset_generation/Dataset_images_sans_panneaux.py b/server-trainer/dataset_generation/Dataset_images_sans_panneaux.py new file mode 100644 index 0000000..2378afa --- /dev/null +++ b/server-trainer/dataset_generation/Dataset_images_sans_panneaux.py @@ -0,0 +1,97 @@ +import cv2 +import numpy as np +import random +import os + +# Taille des images +size = 60 +# Chemin vers la vidéo et le répertoire de sortie +video = "server-ia/data/videos/autoroute.mp4" +dir_images_genere_sans_panneaux = "server-trainer/images/genere_sans_panneaux" + +# Nombre total d'images à générer +nbr_image = 2000 + +# Création du répertoire de sortie s'il n'existe pas +if not os.path.isdir(dir_images_genere_sans_panneaux): + os.makedirs(dir_images_genere_sans_panneaux) + print(f"Répertoire créé : {dir_images_genere_sans_panneaux}") + +# Vérification de l'existence de la vidéo +if not os.path.exists(video): + print(f"Vidéo non présente : {video}") + quit() + +print(f"Vidéo trouvée : {video}") + +cap = cv2.VideoCapture(video) +if not cap.isOpened(): + print(f"Erreur lors de l'ouverture de la vidéo : {video}") + quit() + +# Calcul du nombre d'images à générer par frame +nbr_frame_total = int(cap.get(cv2.CAP_PROP_FRAME_COUNT)) +nbr_image_par_frame = int(nbr_image / nbr_frame_total) + 1 + +print(f"Nombre d'images à générer : {nbr_image}") +print(f"Nombre d'images à générer par frame : {nbr_image_par_frame}") + +id = 0 + +# Variables pour calculer les dimensions globales +dimensions = [] +min_w = float('inf') +max_w = 0 +min_h = float('inf') +max_h = 0 + +while True: + ret, frame = cap.read() + if not ret: + print("Fin de la vidéo ou erreur de lecture.") + break + + h, w, c = frame.shape + + # Mettre à jour les dimensions minimales et maximales + min_w = min(min_w, w) + max_w = max(max_w, w) + min_h = min(min_h, h) + max_h = max(max_h, h) + + # Ajouter les dimensions de la frame + dimensions.append((w, h, c)) + + for _ in range(nbr_image_par_frame): + x = random.randint(0, w - size) + y = random.randint(0, h - size) + img = frame[y:y + size, x:x + size] + + # Sauvegarde de l'image + img_filename = os.path.join(dir_images_genere_sans_panneaux, f"{id}.png") + cv2.imwrite(img_filename, img) + id += 1 + + if id >= nbr_image: + print(f"Nombre d'images générées atteint : {nbr_image}") + break + + if id >= nbr_image: + break + +cap.release() + +# Affichage du nombre total d'images sauvegardées et de l'emplacement du répertoire +print(f"Nombre total d'images sauvegardées : {id}") +print(f"Emplacement des images sauvegardées : {dir_images_genere_sans_panneaux}") + +# Calcul des dimensions globales +average_w = np.mean([w for w, h, c in dimensions]) +average_h = np.mean([h for w, h, c in dimensions]) + +# Affichage des statistiques globales +print(f"Dimensions minimales : {min_w}x{min_h}") +print(f"Dimensions maximales : {max_w}x{max_h}") +print(f"Dimensions moyennes : {average_w:.2f}x{average_h:.2f}") + +print("Libération des ressources et fin du traitement.") diff --git a/server-trainer/dataset_generation/Dataset_images_vitesse_panneaux.py b/server-trainer/dataset_generation/Dataset_images_vitesse_panneaux.py new file mode 100644 index 0000000..c91e486 --- /dev/null +++ b/server-trainer/dataset_generation/Dataset_images_vitesse_panneaux.py @@ -0,0 +1,117 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.utils import shuffle +import os +import cv2 +import csv +import dataset_params_edition as dataset + +# Taille des images +size = 60 +# Nombre total d'images à générer +nombre_images_a_generer = 2000 +# Chemin vers le répertoire contenant les images de panneaux +dir_images_panneaux = "server-trainer/images/vitesse_panneaux" +dir_images_genere_panneaux = "server-trainer/images/genere_vitesse_panneaux" +csv_file_path = "server-trainer/images/genere_vitesse_panneaux_labels.csv" + +# Fonction pour lire les images de panneaux à partir du répertoire spécifié +def lire_images_panneaux(dir_images_panneaux, size=None): + print(f"Lecture des images depuis le répertoire : {dir_images_panneaux}") + tab_panneau = [] + tab_image_panneau = [] + + if not os.path.exists(dir_images_panneaux): + quit(f"Le répertoire d'image n'existe pas: {dir_images_panneaux}") + + files = os.listdir(dir_images_panneaux) + + if files is None or len(files) == 0: + quit(f"Le répertoire d'image est vide: {dir_images_panneaux}") + + for file in sorted(files): + if file.endswith("png"): + tab_panneau.append(file.split(".")[0]) + image = cv2.imread(os.path.join(dir_images_panneaux, file)) + if size is not None: + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + tab_image_panneau.append(image) + + return tab_panneau, tab_image_panneau + +# Supprimer les images existantes et le fichier CSV +if os.path.exists(dir_images_genere_panneaux): + for file in os.listdir(dir_images_genere_panneaux): + file_path = os.path.join(dir_images_genere_panneaux, file) + if os.path.isfile(file_path): + os.remove(file_path) + +if os.path.exists(csv_file_path): + os.remove(csv_file_path) + +tab_panneau, tab_image_panneau = lire_images_panneaux(dir_images_panneaux, size) +print(f"Nombre d'images lues : {len(tab_image_panneau)}") + +tab_images = np.array([]).reshape(0, size, size, 3) +tab_labels = [] + +images_par_panneau = nombre_images_a_generer // len(tab_image_panneau) +print(f"Nombre d'images à générer par panneau : {images_par_panneau}") + +print("Génération des images modifiées...") +csv_data = [] # Liste pour stocker les données du CSV +for id, image in enumerate(tab_image_panneau): + lot = [] + for i in range(images_par_panneau): + lot.append(dataset.modif_img(image)) + lot = np.array(lot) + tab_images = np.concatenate([tab_images, lot]) + tab_labels = np.concatenate([tab_labels, np.full(len(lot), id)]) + +print(f"Nombre total d'images générées : {len(tab_images)}") + +tab_panneau = np.array(tab_panneau) +tab_images = np.array(tab_images, dtype=np.float32) / 255 +tab_labels = np.array(tab_labels).reshape([-1, 1]) + +tab_images, tab_labels = shuffle(tab_images, tab_labels) +print("Données mélangées.") + +print(f"Sauvegarde des images générées dans : {dir_images_genere_panneaux}") +if not os.path.exists(dir_images_genere_panneaux): + os.makedirs(dir_images_genere_panneaux) + +for i in range(len(tab_images)): + # Générer un nom de fichier unique + file_name = "{}_{}.png".format(i, tab_panneau[int(tab_labels[i])]) + # Enregistrer l'image dans le répertoire de sortie + cv2.imwrite(os.path.join(dir_images_genere_panneaux, file_name), tab_images[i] * 255.0) + + # Ajouter les données au CSV + label = "VP" + str(i) + csv_data.append([file_name, label]) + +print("Toutes les images ont été sauvegardées.") +print(f"Nombre total d'images sauvegardées : {len(tab_images)}") + +# Écrire les données dans le fichier CSV +print(f"Écriture des labels dans le fichier CSV : {csv_file_path}") +with open(csv_file_path, mode='w', newline='') as file: + writer = csv.writer(file) + writer.writerow(["filename", "label"]) # Écrire l'en-tête + writer.writerows(csv_data) # Écrire les données + +print("Fichier CSV généré.") + +print("Affichage des images générées...") +for i in range(len(tab_images)): + cv2.imshow("panneau", tab_images[i]) + print(f"label: {tab_labels[i][0]}, panneau: {tab_panneau[int(tab_labels[i])]}") + key = cv2.waitKey(0) & 0xFF + if key == ord('q'): + print("Sortie demandée par l'utilisateur.") + break + +cv2.destroyAllWindows() +print("Terminé.") diff --git a/server-trainer/dataset.py b/server-trainer/dataset_generation/dataset_params_edition.py similarity index 77% rename from server-trainer/dataset.py rename to server-trainer/dataset_generation/dataset_params_edition.py index d83c49e..1d82a34 100644 --- a/server-trainer/dataset.py +++ b/server-trainer/dataset_generation/dataset_params_edition.py @@ -1,8 +1,9 @@ import numpy as np import cv2 -import multiprocessing import random -# dataset pour train_panneau.py +import multiprocessing +from multiprocessing import Pool + def bruit(image_orig): h, w, c = image_orig.shape n = np.random.randn(h, w, c) * random.randint(5, 30) @@ -28,7 +29,10 @@ def modif_img(img): if np.random.randint(2): a = int(max(w, h) / 5) + 1 pts1 = np.float32([[0, 0], [w, 0], [0, h], [w, h]]) - pts2 = np.float32([[0 + random.randint(-a, a), 0 + random.randint(-a, a)], [w - random.randint(-a, a), 0 + random.randint(-a, a)], [0 + random.randint(-a, a), h - random.randint(-a, a)], [w - random.randint(-a, a), h - random.randint(-a, a)]]) + pts2 = np.float32([[0 + random.randint(-a, a), 0 + random.randint(-a, a)], + [w - random.randint(-a, a), 0 + random.randint(-a, a)], + [0 + random.randint(-a, a), h - random.randint(-a, a)], + [w - random.randint(-a, a), h - random.randint(-a, a)]]) M = cv2.getPerspectiveTransform(pts1,pts2) img = cv2.warpPerspective(img, M, (w, h)) @@ -71,12 +75,18 @@ def modif_img(img): return img -# NOT WORKING ERREUR def create_lot_img(image, nbr, nbr_thread=None): if nbr_thread is None: nbr_thread = multiprocessing.cpu_count() - lot_original = np.repeat([image], nbr, axis=0) - p = Pool(nbr_thread) - lot_result = p.map(modif_img, lot_original) - p.close() - return lot_result \ No newline at end of file + + # Convert the image to a bytes-like object to avoid issues with multiprocessing + image_bytes = np.array(image, dtype=np.uint8).tobytes() + + def modif_img_from_bytes(image_bytes): + img = np.frombuffer(image_bytes, dtype=np.uint8).reshape(image.shape) + return modif_img(img) + + with Pool(nbr_thread) as p: + lot_result = p.map(modif_img_from_bytes, [image_bytes] * nbr) + + return lot_result diff --git a/server-trainer/genere_images_panneaux.py b/server-trainer/genere_images_panneaux.py deleted file mode 100644 index 2c17c7d..0000000 --- a/server-trainer/genere_images_panneaux.py +++ /dev/null @@ -1,85 +0,0 @@ -import tensorflow as tf -from tensorflow.keras import layers, models -import numpy as np -from sklearn.utils import shuffle -import os -import cv2 -import dataset -###GENERE DES IMAGES AVEC PANNEAUX DEPUIS UN MEDIA### -# Tuto25[OpenCV] Lecture des panneaux de vitesse p.1 (houghcircles) 28min -# Taille des images -size = 42 -# Chemin vers le répertoire contenant les images de panneaux -dir_images_panneaux = "server-trainer/images/road_sign_speed_trainers/panneaux" -dir_images_genere_panneaux = "server-trainer/images/road_sign_speed_trainers/genere_panneaux" - -# Fonction pour lire les images de panneaux à partir du répertoire spécifié -def lire_images_panneaux(dir_images_panneaux, size=None): - tab_panneau = [] - tab_image_panneau = [] - - # Vérifie si le répertoire existe - if not os.path.exists(dir_images_panneaux): - quit("Le repertoire d'image n'existe pas: {}".format(dir_images_panneaux)) - - # Liste tous les fichiers dans le répertoire - files = os.listdir(dir_images_panneaux) - - # Quitte si le répertoire est vide - if files is None: - quit("Le repertoire d'image est vide: {}".format(dir_images_panneaux)) - - # Parcours des fichiers dans le répertoire - for file in sorted(files): - # Vérifie si le fichier est un fichier PNG - if file.endswith("png"): - # Ajoute le nom du fichier (sans l'extension) à tab_panneau - tab_panneau.append(file.split(".")[0]) - - # Lit l'image et redimensionne si une taille est spécifiée - image = cv2.imread(dir_images_panneaux + "/" + file) - if size is not None: - image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) - tab_image_panneau.append(image) - - return tab_panneau, tab_image_panneau - -# Appel de la fonction pour lire les images de panneaux -tab_panneau, tab_image_panneau = lire_images_panneaux(dir_images_panneaux, size) - -# Initialisation des tableaux pour les images et les labels -tab_images = np.array([]).reshape(0, size, size, 3) -tab_labels = [] - -# Génération des données d'entraînement -id = 0 -for image in tab_image_panneau: - lot = [] - for _ in range(100): - lot.append(dataset.modif_img(image)) - lot = np.array(lot) - tab_images = np.concatenate([tab_images, lot]) - tab_labels = np.concatenate([tab_labels, np.full(len(lot), id)]) - id += 1 - -# Conversion des tableaux en type approprié et normalisation des images -tab_panneau = np.array(tab_panneau) -tab_images = np.array(tab_images, dtype=np.float32) / 255 -tab_labels = np.array(tab_labels).reshape([-1, 1]) - -# Mélange des données -tab_images, tab_labels = shuffle(tab_images, tab_labels) - -# Boucle pour sauvegarder les images générées dans le répertoire de sortie -for i in range(len(tab_images)): - # Générer un nom de fichier unique en fonction de l'ID et du nom du panneau - file_name = "{:d}_{}.png".format(i, tab_panneau[int(tab_labels[i])]) - # Enregistrer l'image dans le répertoire de sortie - cv2.imwrite(os.path.join(dir_images_genere_panneaux, file_name), tab_images[i] * 255.0) # Retour à l'échelle 0-255 - -# Affichage des images avec leur label -for i in range(len(tab_images)): - cv2.imshow("panneau", tab_images[i]) - print("label", tab_labels[i], "panneau", tab_panneau[int(tab_labels[i])]) - if cv2.waitKey() & 0xFF == ord('q'): - quit() \ No newline at end of file diff --git a/server-trainer/genere_images_sans_panneaux.py b/server-trainer/genere_images_sans_panneaux.py deleted file mode 100644 index c7d76c6..0000000 --- a/server-trainer/genere_images_sans_panneaux.py +++ /dev/null @@ -1,39 +0,0 @@ -import cv2 -import numpy as np -import random -import os -###GENERE DES IMAGES SANS PANNEAUX DEPUIS UN MEDIA### -#YT:Tuto25[Tensorflow2] Lecture des panneaux de vitesse p.2 - 4min30 - -size=42 -video="server-trainer/videos/autoroute.mp4" -dir_images_genere_sans_panneaux="server-trainer/images/road_sign_speed_trainers/genere_sans_panneaux" - -if not os.path.isdir(dir_images_genere_sans_panneaux): - os.mkdir(dir_images_genere_sans_panneaux) - -if not os.path.exists(video): - print("Vidéo non présente:", video) - quit() - -cap=cv2.VideoCapture(video) - -id=0 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+France_road_sign_B14_(15).svg.png,S15 +France_road_sign_B14_(20).svg.png,S20 +France_road_sign_B14_(30).svg.png,S30 +France_road_sign_B14_(40).svg.png,S40 +France_road_sign_B14_(45).svg.png,S45 +France_road_sign_B14_(50).svg.png,S50 +France_road_sign_B14_(60).svg.png,S60 +France_road_sign_B14_(70).svg.png,S70 +France_road_sign_B14_(80).svg.png,S80 +France_road_sign_B14_(90).svg.png,S90 +France_road_sign_B14_(110).svg.png,S110 +France_road_sign_B14_(130).svg.png,S130 \ No newline at end of file diff --git a/server-trainer/images/web_images_avatars - Raccourci.lnk b/server-trainer/images/web_images_avatars - Raccourci.lnk new file mode 100644 index 0000000..03e63cb Binary files /dev/null and b/server-trainer/images/web_images_avatars - Raccourci.lnk differ diff --git a/server-trainer/model_training/CV2_UsersIdentification-ModelTraining.py b/server-trainer/model_training/CV2_UsersIdentification-ModelTraining.py new file mode 100644 index 0000000..bc89e13 --- /dev/null +++ b/server-trainer/model_training/CV2_UsersIdentification-ModelTraining.py @@ -0,0 +1,59 @@ +import cv2 +import os +import numpy as np +import pickle +from pathlib import Path + +# Définir les chemins +IMAGE_DIR = Path(r"W:/CARIA/images/avatars") +LABELS_FILE = Path("server-ia/data/modeles/CV2/labels.pickle") +TRAINER_FILE = Path("server-ia/data/modeles/CV2/trainner.yml") + +# Initialiser les variables +current_id = 0 +label_ids = {} +x_train = [] +y_labels = [] + +def process_images(image_dir): + global current_id, label_ids, x_train, y_labels + print("Début du traitement des images...") + for root, _, files in os.walk(image_dir): + if files: + label = Path(root).name + for file in files: + if file.lower().endswith(".jpg"): + path = Path(root) / file + if label not in label_ids: + label_ids[label] = current_id + current_id += 1 + id_ = label_ids[label] + image = cv2.imread(str(path), cv2.IMREAD_GRAYSCALE) + if image is not None: + x_train.append(image) + y_labels.append(id_) + print(f"Traitement terminé. {len(x_train)} images chargées.") + +def save_data(): + print("Sauvegarde des étiquettes...") + with open(LABELS_FILE, "wb") as f: + pickle.dump(label_ids, f) + print(f"Étiquettes sauvegardées dans {LABELS_FILE}.") + +def train_recognizer(): + print("Entraînement du reconnaisseur...") + x_train_np = np.array(x_train) + y_labels_np = np.array(y_labels) + recognizer = cv2.face.LBPHFaceRecognizer_create() + recognizer.train(x_train_np, y_labels_np) + recognizer.save(str(TRAINER_FILE)) + print(f"Modèle entraîné et sauvegardé dans {TRAINER_FILE}.") + +def main(): + process_images(IMAGE_DIR) + save_data() + train_recognizer() + print("Traitement complet. Les modèles ont été sauvegardés.") + +if __name__ == "__main__": + main() diff --git a/server-trainer/RoadSigns-ModelTraining_MobileNetV2.py b/server-trainer/model_training/MobileNetV2_RoadSigns-ModelTraining.py similarity index 94% rename from server-trainer/RoadSigns-ModelTraining_MobileNetV2.py rename to server-trainer/model_training/MobileNetV2_RoadSigns-ModelTraining.py index dceda31..5ddda9e 100644 --- a/server-trainer/RoadSigns-ModelTraining_MobileNetV2.py +++ b/server-trainer/model_training/MobileNetV2_RoadSigns-ModelTraining.py @@ -11,8 +11,8 @@ from imutils import paths import numpy as np # Définir les chemins des données d'entraînement et de validation -train_data_dir = "server-trainer/images/road_sign_trainers/train_speed" -valid_data_dir = "server-trainer/images/road_sign_trainers/test_speed" +train_data_dir = "server-trainer/images/road_sign_trainers/train_full" +valid_data_dir = "server-trainer/images/road_sign_trainers/test_full" # Initialiser les hyperparamètres INIT_LR = 1e-4 @@ -48,7 +48,7 @@ valid_generator = valid_datagen.flow_from_directory( ) # Générer le fichier class_names.txt -class_names_file = os.path.join("server-ia/data/modeles/RoadSign", "class_names.txt") +class_names_file = os.path.join("server-ia/data/modeles/MobileNetV2", "class_names.txt") with open(class_names_file, "w") as f: # Utiliser le générateur class_indices pour récupérer les noms de classe et les écrire dans le fichier for class_name, class_index in train_generator.class_indices.items(): @@ -90,7 +90,7 @@ history = model.fit( ) # Sauvegarder le modèle -model.save("server-ia/data/modeles/RoadSign/modele_signaux_routiers.h5") +model.save("server-ia/data/modeles/MobileNetV2/modele_signaux_routiers.keras") # Évaluer le modèle print("[INFO] Évaluation du modèle...") diff --git a/server-trainer/model_training/TF_Identification_AllRoadSign-ModelTraining.py b/server-trainer/model_training/TF_Identification_AllRoadSign-ModelTraining.py new file mode 100644 index 0000000..b62d92f --- /dev/null +++ b/server-trainer/model_training/TF_Identification_AllRoadSign-ModelTraining.py @@ -0,0 +1,220 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.model_selection import train_test_split +import cv2 +import os +import time +from tqdm import tqdm + +# Fonction pour charger les labels depuis un fichier CSV +def load_labels_from_csv(filepath): + filenames, labels = [], [] + with open(filepath, 'r') as file: + next(file) # Skip header + for line in file: + parts = line.strip().split(',') + if len(parts) == 2: + filenames.append(parts[0]) + labels.append(parts[1]) + return filenames, labels + +# Chargement des fichiers CSV des labels +panneaux_filenames, panneaux_labels = load_labels_from_csv('server-trainer/images/vitesse_panneaux_labels.csv') +autres_filenames, autres_labels = load_labels_from_csv('server-trainer/images/autres_panneaux_labels.csv') +sans_filenames, sans_labels = load_labels_from_csv('server-trainer/images/genere_sans_panneaux_labels.csv') + +# Création d'un dictionnaire pour les labels +def create_label_dict(filenames, labels): + label_dict = {i: label for i, label in enumerate(labels)} + return label_dict + +# Dictionnaires de labels +panneaux_labels_dict = create_label_dict(panneaux_filenames, panneaux_labels) +autres_labels_dict = create_label_dict(autres_filenames, autres_labels) +sans_labels_dict = {0: "Sans panneau"} + +# Configuration +size = 60 +dir_images_panneaux = "server-trainer/images/vitesse_panneaux" +dir_images_autres_panneaux = "server-trainer/images/autres_panneaux" +dir_images_genere_sans_panneaux = "server-trainer/images/genere_sans_panneaux" +batch_size = 128 +nbr_entrainement = 1 # Nombre d'époques d'entraînement + +print(f"Configuration : taille des images = {size}, taille du batch = {batch_size}, nombre d'époques = {nbr_entrainement}") + +# Définition du modèle +def panneau_model(nbr_classes): + print(f"Création du modèle avec {nbr_classes} classes.") + model = tf.keras.Sequential([ + layers.Input(shape=(size, size, 3)), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.Dropout(0.2), + layers.BatchNormalization(), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.Dropout(0.2), + layers.BatchNormalization(), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.Dropout(0.3), + layers.BatchNormalization(), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.Dropout(0.4), + layers.BatchNormalization(), + layers.MaxPool2D(pool_size=2), + layers.Flatten(), + layers.Dense(512, activation='relu'), + layers.Dropout(0.5), + layers.BatchNormalization(), + layers.Dense(nbr_classes, activation='sigmoid') + ]) + print("Modèle créé.") + return model + +# Chargement des images depuis un répertoire +def load_images_from_directory(directory, size): + if not os.path.exists(directory): + raise FileNotFoundError(f"Le répertoire d'images n'existe pas : {directory}") + + files = [f for f in sorted(os.listdir(directory)) if f.endswith(".png")] + if not files: + raise FileNotFoundError(f"Le répertoire d'images est vide : {directory}") + + images = [] + for file in files: + path = os.path.join(directory, file) + image = cv2.imread(path) + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + images.append(image) + + return images + +# Préparation des données +def prepare_data(panneaux_images, autres_images, sans_panneaux_images, panneau_labels_dict): + print("Préparation des données pour les images de panneaux...") + tab_images = np.array([]) + tab_labels = np.array([]) + + # Images de panneaux + for i, image in enumerate(panneaux_images): + lot = np.array([image for _ in range(120)]) + if tab_images.size == 0: + tab_images = lot + else: + tab_images = np.concatenate((tab_images, lot), axis=0) + + labels = np.eye(len(panneaux_labels_dict))[i] + labels = np.repeat([labels], len(lot), axis=0) + if tab_labels.size == 0: + tab_labels = labels + else: + tab_labels = np.concatenate([tab_labels, labels], axis=0) + + print(f"Nombre d'images après ajout des panneaux : {len(tab_images)}") + print(f"Nombre de labels après ajout des panneaux : {len(tab_labels)}") + + # Images des autres panneaux + print("Traitement des autres panneaux...") + for image in autres_images: + lot = np.array([image for _ in range(700)]) + if tab_images.size == 0: + tab_images = lot + else: + tab_images = np.concatenate([tab_images, lot], axis=0) + + labels = np.zeros((len(lot), len(panneaux_labels_dict))) + if tab_labels.size == 0: + tab_labels = labels + else: + tab_labels = np.concatenate([tab_labels, labels], axis=0) + + print(f"Nombre d'images après ajout des autres panneaux : {len(tab_images)}") + print(f"Nombre de labels après ajout des autres panneaux : {len(tab_labels)}") + + # Images générées sans panneaux + print("Traitement des images générées sans panneaux...") + sans_panneaux_images = [cv2.resize(img, (size, size)) for img in sans_panneaux_images] + tab_images = np.concatenate([tab_images, np.array(sans_panneaux_images)], axis=0) + tab_labels = np.concatenate([tab_labels, np.zeros((len(sans_panneaux_images), len(panneaux_labels_dict)))], axis=0) + + print(f"Nombre d'images après ajout des images sans panneaux : {len(tab_images)}") + print(f"Nombre de labels après ajout des images sans panneaux : {len(tab_labels)}") + + # Normalisation + tab_images = tab_images.astype(np.float32) / 255 + tab_labels = tab_labels.astype(np.float32) + + return tab_images, tab_labels + +# Chargement des images +panneaux_images = load_images_from_directory(dir_images_panneaux, size) +autres_images = load_images_from_directory(dir_images_autres_panneaux, size) +sans_panneaux_images = load_images_from_directory(dir_images_genere_sans_panneaux, size) + +# Préparation des données +tab_images, tab_labels = prepare_data(panneaux_images, autres_images, sans_panneaux_images, panneaux_labels_dict) + +# Division du jeu de données +train_images, test_images, train_labels, test_labels = train_test_split(tab_images, tab_labels, test_size=0.10, random_state=42) + +print(f"Nombre d'images d'entraînement : {len(train_images)}, Nombre d'images de test : {len(test_images)}") + +train_ds = tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) +test_ds = tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) + +# Compilation du modèle +model_panneau = panneau_model(len(panneaux_labels_dict)) +model_panneau.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy']) +print("Modèle compilé.") + +# Entraînement du modèle avec barre de progression pour chaque époque +def train(model, train_ds, test_ds, nbr_entrainement): + for epoch in range(nbr_entrainement): + print(f"Début de l'entraînement {epoch + 1}...") + start = time.time() + + # Nombre de batches dans une époque + num_batches = len(train_ds) + + # Initialiser tqdm pour les batches + with tqdm(total=num_batches, desc=f"Époque {epoch + 1}", unit='batch') as pbar: + for batch_images, batch_labels in train_ds: + history = model.train_on_batch(batch_images, batch_labels) + pbar.update(1) # Mise à jour de la barre de progression + + # Afficher les résultats après l'époque + train_loss, train_accuracy = history + print(f'Entraînement {epoch + 1:04d} : perte : {train_loss:6.4f}, précision : {train_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + test(model, test_ds) + +def test(model, test_ds): + print("Début du test...") + start = time.time() + test_loss, test_accuracy = model.evaluate(test_ds, verbose=0) + print(f' >>> Test : perte : {test_loss:6.4f}, précision : {test_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + +print("Début de l'entraînement du modèle.") +train(model_panneau, train_ds, test_ds, nbr_entrainement) + +model_panneau.save("server-ia/data/modeles/tensorflow/tf_modele_AllRoadSign.keras") +print(f"Modèle sauvegardé à : {os.path.abspath(model_panneau)}") + +# Évaluation des prédictions +print("Évaluation des prédictions sur les images de test.") +for i in range(len(test_images)): + prediction = model_panneau.predict(np.array([test_images[i]])) + predicted_index = np.argmax(prediction[0]) + confidence = np.max(prediction[0]) + + # Affichage du label correspondant + if confidence < 0.6: + print("Ce n'est pas un panneau") + else: + print(f"C'est un panneau : {panneaux_labels_dict.get(predicted_index, 'Inconnu')}") + + # Affichage de l'image + cv2.imshow("image", test_images[i]) + if cv2.waitKey() & 0xFF == ord('q'): + break +cv2.destroyAllWindows() diff --git a/server-trainer/model_training/TF_Identification_AutresRoadSign-ModelTraining.py b/server-trainer/model_training/TF_Identification_AutresRoadSign-ModelTraining.py new file mode 100644 index 0000000..f000e7d --- /dev/null +++ b/server-trainer/model_training/TF_Identification_AutresRoadSign-ModelTraining.py @@ -0,0 +1,167 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.model_selection import train_test_split +import cv2 +import pandas as pd +import os +import time +from tqdm import tqdm +from sklearn.metrics import confusion_matrix, classification_report +import seaborn as sns +import matplotlib.pyplot as plt + +# Configuration +size = 60 +csv_file = "server-trainer/images/autres_panneaux_labels.csv" +image_dir = "server-trainer/images/autres_panneaux/" +batch_size = 128 +nbr_entrainement = 10 # Nombre d'époques d'entraînement + +print(f"Configuration : taille des images = {size}, taille du batch = {batch_size}, nombre d'époques = {nbr_entrainement}") + +# Définition du modèle +def panneau_model(nbr_classes): + print(f"Création du modèle avec {nbr_classes} classes.") + model = tf.keras.Sequential([ + layers.Input(shape=(size, size, 3)), + layers.Conv2D(64, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Flatten(), + layers.Dense(512, activation='relu'), + layers.Dropout(0.5), + layers.Dense(nbr_classes, activation='softmax') + ]) + print("Modèle créé.") + return model + +# Chargement des images et des labels depuis le CSV +def load_data_from_csv(csv_file, image_dir, size): + df = pd.read_csv(csv_file) + + # Afficher les noms des colonnes pour débogage + print("Colonnes dans le CSV :", df.columns) + + # Créer un dictionnaire pour mapper les labels alphanumériques à des indices + labels_mapping = {label: idx for idx, label in enumerate(df['label'].unique())} + print(f"Mapping des labels : {labels_mapping}") + + images = [] + labels = [] + + for _, row in df.iterrows(): + # Assurer que les colonnes existent + if 'filename' not in row or 'label' not in row: + raise ValueError("Les colonnes 'filename' ou 'label' sont manquantes dans le CSV") + + filename = row['filename'] + label = row['label'] + image_path = os.path.join(image_dir, filename) + + # Charger et redimensionner l'image + image = cv2.imread(image_path) + if image is None: + print(f"Erreur de chargement de l'image : {image_path}") + continue + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + images.append(image) + labels.append(labels_mapping[label]) + + images = np.array(images, dtype=np.float32) + labels = np.array(labels, dtype=np.int32) + + # Normalisation + images /= 255.0 + + return images, labels, labels_mapping, len(labels_mapping) + +# Chargement des données +tab_images, tab_labels, labels_mapping, num_classes = load_data_from_csv(csv_file, image_dir, size) + +# Créer un mappage inverse des labels +reverse_labels_mapping = {idx: label for label, idx in labels_mapping.items()} + +# Division du jeu de données +train_images, test_images, train_labels, test_labels = train_test_split(tab_images, tab_labels, test_size=0.10, random_state=42) + +print(f"Nombre d'images d'entraînement : {len(train_images)}, Nombre d'images de test : {len(test_images)}") + +# Création des datasets TensorFlow +train_ds = tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) +test_ds = tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) + +# Compilation du modèle +model_panneau = panneau_model(num_classes) +model_panneau.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy']) +print("Modèle compilé.") + +# Entraînement du modèle avec barre de progression pour chaque époque +def train(model, train_ds, test_ds, nbr_entrainement): + for epoch in range(nbr_entrainement): + print(f"Début de l'entraînement {epoch + 1}...") + start = time.time() + + # Nombre de batches dans une époque + num_batches = len(train_ds) + + # Initialiser tqdm pour les batches + with tqdm(total=num_batches, desc=f"Époque {epoch + 1}", unit='batch') as pbar: + for batch_images, batch_labels in train_ds: + history = model.train_on_batch(batch_images, batch_labels) + pbar.update(1) # Mise à jour de la barre de progression + + # Afficher les résultats après l'époque + train_loss, train_accuracy = history + print(f'Entraînement {epoch + 1:04d} : perte : {train_loss:6.4f}, précision : {train_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + test(model, test_ds) + +def test(model, test_ds): + print("Début du test...") + start = time.time() + test_loss, test_accuracy = model.evaluate(test_ds, verbose=0) + print(f' >>> Test : perte : {test_loss:6.4f}, précision : {test_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + +# Fonction d'évaluation +def evaluate_model(model, test_images, test_labels, labels_mapping): + # Obtenir les prédictions du modèle + predictions = model.predict(test_images) + predicted_labels = np.argmax(predictions, axis=1) + + # Afficher la matrice de confusion + cm = confusion_matrix(test_labels, predicted_labels) + plt.figure(figsize=(10, 7)) + sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=labels_mapping.keys(), yticklabels=labels_mapping.keys()) + plt.xlabel('Prédiction') + plt.ylabel('Réel') + plt.title('Matrice de Confusion') + plt.show() + + # Afficher le rapport de classification + print('Rapport de Classification:') + print(classification_report(test_labels, predicted_labels, target_names=labels_mapping.keys())) + +print("Début de l'entraînement du modèle.") +train(model_panneau, train_ds, test_ds, nbr_entrainement) +model_panneau.save("server-ia/data/modeles/tensorflow/tf_modele_AutresRoadSign.keras") +print("Modèle sauvegardé.") + +# Évaluation des prédictions +print("Évaluation des prédictions sur les images de test.") +for i in range(len(test_images)): + prediction = model_panneau.predict(np.array([test_images[i]])) + predicted_label_index = np.argmax(prediction[0]) + predicted_label = reverse_labels_mapping[predicted_label_index] + actual_label = reverse_labels_mapping[test_labels[i]] + + print(f"Image {i} - Prédiction : {predicted_label}, Label réel : {actual_label}") + + # Affichage de l'image + cv2.imshow("image", test_images[i]) + if cv2.waitKey() & 0xFF == ord('q'): + break + +cv2.destroyAllWindows() diff --git a/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withEvaluation.py b/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withEvaluation.py new file mode 100644 index 0000000..e3337bf --- /dev/null +++ b/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withEvaluation.py @@ -0,0 +1,166 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.model_selection import train_test_split +import cv2 +import pandas as pd +import os +import time +from tqdm import tqdm +from sklearn.metrics import confusion_matrix, classification_report +import seaborn as sns +import matplotlib.pyplot as plt + +# Configuration +size = 60 +csv_file = "server-trainer/images/vitesse_panneaux_labels.csv" +image_dir = "server-trainer/images/vitesse_panneaux/" +batch_size = 128 +nbr_entrainement = 10 # Nombre d'époques d'entraînement + +print(f"Configuration : taille des images = {size}, taille du batch = {batch_size}, nombre d'époques = {nbr_entrainement}") + +# Définition du modèle +def panneau_model(nbr_classes): + print(f"Création du modèle avec {nbr_classes} classes.") + model = tf.keras.Sequential([ + layers.Input(shape=(size, size, 3)), + layers.Conv2D(64, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Flatten(), + layers.Dense(512, activation='relu'), + layers.Dropout(0.5), + layers.Dense(nbr_classes, activation='softmax') + ]) + print("Modèle créé.") + return model + +# Chargement des images et des labels depuis le CSV +def load_data_from_csv(csv_file, image_dir, size): + df = pd.read_csv(csv_file) + + # Afficher les noms des colonnes pour débogage + print("Colonnes dans le CSV :", df.columns) + + # Créer un dictionnaire pour mapper les labels alphanumériques à des indices + labels_mapping = {label: idx for idx, label in enumerate(df['label'].unique())} + print(f"Mapping des labels : {labels_mapping}") + + images = [] + labels = [] + + for _, row in df.iterrows(): + # Assurer que les colonnes existent + if 'filename' not in row or 'label' not in row: + raise ValueError("Les colonnes 'filename' ou 'label' sont manquantes dans le CSV") + + filename = row['filename'] + label = row['label'] + image_path = os.path.join(image_dir, filename) + + # Charger et redimensionner l'image + image = cv2.imread(image_path) + if image is None: + print(f"Erreur de chargement de l'image : {image_path}") + continue + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + images.append(image) + labels.append(labels_mapping[label]) + + images = np.array(images, dtype=np.float32) + labels = np.array(labels, dtype=np.int32) + + # Normalisation + images /= 255.0 + + return images, labels, labels_mapping, len(labels_mapping) + +# Chargement des données +tab_images, tab_labels, labels_mapping, num_classes = load_data_from_csv(csv_file, image_dir, size) + +# Division du jeu de données +train_images, test_images, train_labels, test_labels = train_test_split(tab_images, tab_labels, test_size=0.10, random_state=42) + +print(f"Nombre d'images d'entraînement : {len(train_images)}, Nombre d'images de test : {len(test_images)}") + +# Création des datasets TensorFlow +train_ds = tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) +test_ds = tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) + +# Compilation du modèle +model_panneau = panneau_model(num_classes) +model_panneau.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy']) +print("Modèle compilé.") + +# Entraînement du modèle avec barre de progression pour chaque époque +def train(model, train_ds, test_ds, nbr_entrainement): + for epoch in range(nbr_entrainement): + print(f"Début de l'entraînement {epoch + 1}...") + start = time.time() + + # Nombre de batches dans une époque + num_batches = len(train_ds) + + # Initialiser tqdm pour les batches + with tqdm(total=num_batches, desc=f"Époque {epoch + 1}", unit='batch') as pbar: + for batch_images, batch_labels in train_ds: + history = model.train_on_batch(batch_images, batch_labels) + pbar.update(1) # Mise à jour de la barre de progression + + # Afficher les résultats après l'époque + train_loss, train_accuracy = history + print(f'Entraînement {epoch + 1:04d} : perte : {train_loss:6.4f}, précision : {train_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + test(model, test_ds) + +def test(model, test_ds): + print("Début du test...") + start = time.time() + test_loss, test_accuracy = model.evaluate(test_ds, verbose=0) + print(f' >>> Test : perte : {test_loss:6.4f}, précision : {test_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + +# Fonction d'évaluation +def evaluate_model(model, test_images, test_labels, labels_mapping): + # Obtenir les prédictions du modèle + predictions = model.predict(test_images) + predicted_labels = np.argmax(predictions, axis=1) + + # Afficher la matrice de confusion + cm = confusion_matrix(test_labels, predicted_labels) + plt.figure(figsize=(10, 7)) + sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=labels_mapping.keys(), yticklabels=labels_mapping.keys()) + plt.xlabel('Prédiction') + plt.ylabel('Réel') + plt.title('Matrice de Confusion') + plt.show() + + # Afficher le rapport de classification + print('Rapport de Classification:') + print(classification_report(test_labels, predicted_labels, target_names=labels_mapping.keys())) + +print("Début de l'entraînement du modèle.") +train(model_panneau, train_ds, test_ds, nbr_entrainement) + +# Chemin de sauvegarde du modèle +model_save_path = "server-ia/data/modeles/tensorflow/tf_modele_VitesseRoadSign.keras" +model_panneau.save(model_save_path) +print(f"Modèle sauvegardé à l'emplacement : {model_save_path}") + +# Évaluation des prédictions +print("Évaluation des prédictions sur les images de test.") +evaluate_model(model_panneau, test_images, test_labels, labels_mapping) + +# Visualisation des images de test avec prédictions +print("Visualisation des prédictions sur les images de test.") +for i in range(len(test_images)): + prediction = model_panneau.predict(np.array([test_images[i]])) + predicted_label = np.argmax(prediction[0]) + actual_label = test_labels[i] + print(f"Image {i} - Réel : {actual_label}, Prédiction : {predicted_label}") + cv2.imshow(f"Image {i} - Réel : {actual_label}, Prédiction : {predicted_label}", test_images[i]) + if cv2.waitKey() & 0xFF == ord('q'): + break +cv2.destroyAllWindows() diff --git a/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withPrediction - Copie.py b/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withPrediction - Copie.py new file mode 100644 index 0000000..c366d86 --- /dev/null +++ b/server-trainer/model_training/TF_Identification_VitesseRoadSign-ModelTraining_withPrediction - Copie.py @@ -0,0 +1,142 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.model_selection import train_test_split +import cv2 +import pandas as pd +import os +import time +from tqdm import tqdm + +# Configuration +size = 60 +csv_file = "server-trainer/images/vitesse_panneaux_labels.csv" +image_dir = "server-trainer/images/vitesse_panneaux/" +batch_size = 128 +nbr_entrainement = 10 # Nombre d'époques d'entraînement + +print(f"Configuration : taille des images = {size}, taille du batch = {batch_size}, nombre d'époques = {nbr_entrainement}") + +# Définition du modèle +def panneau_model(nbr_classes): + print(f"Création du modèle avec {nbr_classes} classes.") + model = tf.keras.Sequential([ + layers.Input(shape=(size, size, 3)), + layers.Conv2D(64, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Flatten(), + layers.Dense(512, activation='relu'), + layers.Dropout(0.5), + layers.Dense(nbr_classes, activation='softmax') + ]) + print("Modèle créé.") + return model + +# Chargement des images et des labels depuis le CSV +def load_data_from_csv(csv_file, image_dir, size): + df = pd.read_csv(csv_file) + + # Afficher les noms des colonnes pour débogage + print("Colonnes dans le CSV :", df.columns) + + # Créer un dictionnaire pour mapper les labels alphanumériques à des indices + labels_mapping = {label: idx for idx, label in enumerate(df['label'].unique())} + reverse_labels_mapping = {idx: label for label, idx in labels_mapping.items()} # Inverse du mapping pour affichage + print(f"Mapping des labels : {labels_mapping}") + + images = [] + labels = [] + + for _, row in df.iterrows(): + # Assurer que les colonnes existent + if 'filename' not in row or 'label' not in row: + raise ValueError("Les colonnes 'filename' ou 'label' sont manquantes dans le CSV") + + filename = row['filename'] + label = row['label'] + image_path = os.path.join(image_dir, filename) + + # Charger et redimensionner l'image + image = cv2.imread(image_path) + if image is None: + print(f"Erreur de chargement de l'image : {image_path}") + continue + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + images.append(image) + labels.append(labels_mapping[label]) + + images = np.array(images, dtype=np.float32) + labels = np.array(labels, dtype=np.int32) + + # Normalisation + images /= 255.0 + + return images, labels, len(labels_mapping), reverse_labels_mapping + +# Chargement des données +tab_images, tab_labels, num_classes, reverse_labels_mapping = load_data_from_csv(csv_file, image_dir, size) + +# Division du jeu de données +train_images, test_images, train_labels, test_labels = train_test_split(tab_images, tab_labels, test_size=0.10, random_state=42) + +print(f"Nombre d'images d'entraînement : {len(train_images)}, Nombre d'images de test : {len(test_images)}") + +# Création des datasets TensorFlow +train_ds = tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) +test_ds = tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) + +# Compilation du modèle +model_panneau = panneau_model(num_classes) +model_panneau.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy']) +print("Modèle compilé.") + +# Entraînement du modèle avec barre de progression pour chaque époque +def train(model, train_ds, test_ds, nbr_entrainement): + for epoch in range(nbr_entrainement): + print(f"Début de l'entraînement {epoch + 1}...") + start = time.time() + + # Nombre de batches dans une époque + num_batches = len(train_ds) + + # Initialiser tqdm pour les batches + with tqdm(total=num_batches, desc=f"Époque {epoch + 1}", unit='batch') as pbar: + for batch_images, batch_labels in train_ds: + history = model.train_on_batch(batch_images, batch_labels) + pbar.update(1) # Mise à jour de la barre de progression + + # Afficher les résultats après l'époque + train_loss, train_accuracy = history + print(f'Entraînement {epoch + 1:04d} : perte : {train_loss:6.4f}, précision : {train_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + test(model, test_ds) + +def test(model, test_ds): + print("Début du test...") + start = time.time() + test_loss, test_accuracy = model.evaluate(test_ds, verbose=0) + print(f' >>> Test : perte : {test_loss:6.4f}, précision : {test_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + +print("Début de l'entraînement du modèle.") +train(model_panneau, train_ds, test_ds, nbr_entrainement) + +# Chemin de sauvegarde du modèle +model_save_path = "server-ia/data/modeles/tensorflow/tf_modele_speed_panneau.keras" +model_panneau.save(model_save_path) +print(f"Modèle sauvegardé à l'emplacement : {model_save_path}") + +# Évaluation des prédictions +print("Évaluation des prédictions sur les images de test.") +for i in range(len(test_images)): + prediction = model_panneau.predict(np.array([test_images[i]])) + predicted_label_index = np.argmax(prediction[0]) + predicted_label = reverse_labels_mapping[predicted_label_index] + actual_label = reverse_labels_mapping[test_labels[i]] + print(f"Image {i}: Prédiction = {predicted_label}, Label réel = {actual_label}") + cv2.imshow("image", test_images[i]) + if cv2.waitKey() & 0xFF == ord('q'): + break +cv2.destroyAllWindows() diff --git a/server-trainer/model_training/TF_Identification_VitesseRoadSign_CCB.py b/server-trainer/model_training/TF_Identification_VitesseRoadSign_CCB.py new file mode 100644 index 0000000..d70cc0f --- /dev/null +++ b/server-trainer/model_training/TF_Identification_VitesseRoadSign_CCB.py @@ -0,0 +1,156 @@ +import tensorflow as tf +from tensorflow.keras import layers, models +import numpy as np +from sklearn.model_selection import train_test_split +import cv2 +import pandas as pd +import os +import time +from tqdm import tqdm + +# Configuration +size = 60 +csv_file = "server-trainer/images/genere_vitesse_panneaux_labels.csv" +image_dir = "server-trainer/images/genere_vitesse_panneaux/" +batch_size = 128 +nbr_entrainement = 10 # Nombre d'époques d'entraînement +output_csv = "server-ia/data/modeles/tensorflow/train_labels.csv" + +print(f"Configuration : taille des images = {size}, taille du batch = {batch_size}, nombre d'époques = {nbr_entrainement}") + +# Définition du modèle +def panneau_model(nbr_classes): + print(f"Création du modèle avec {nbr_classes} classes.") + model = tf.keras.Sequential([ + layers.Input(shape=(size, size, 3)), + layers.Conv2D(64, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(128, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Conv2D(256, 3, padding='same', activation='relu'), + layers.MaxPool2D(pool_size=2), + layers.Flatten(), + layers.Dense(512, activation='relu'), + layers.Dropout(0.5), + layers.Dense(nbr_classes, activation='softmax') + ]) + print("Modèle créé.") + return model + +# Chargement des images et des labels depuis le CSV +def load_data_from_csv(csv_file, image_dir, size): + df = pd.read_csv(csv_file) + + # Afficher les noms des colonnes pour débogage + print("Colonnes dans le CSV :", df.columns) + + # Créer un dictionnaire pour mapper les labels alphanumériques à des indices + labels_mapping = {label: idx for idx, label in enumerate(df['label'].unique())} + reverse_labels_mapping = {idx: label for label, idx in labels_mapping.items()} # Inverse du mapping pour affichage + print(f"Mapping des labels : {labels_mapping}") + + images = [] + labels = [] + + for _, row in df.iterrows(): + # Assurer que les colonnes existent + if 'filename' not in row or 'label' not in row: + raise ValueError("Les colonnes 'filename' ou 'label' sont manquantes dans le CSV") + + filename = row['filename'] + label = row['label'] + image_path = os.path.join(image_dir, filename) + + # Charger et redimensionner l'image + image = cv2.imread(image_path) + if image is None: + print(f"Erreur de chargement de l'image : {image_path}") + continue + image = cv2.resize(image, (size, size), cv2.INTER_LANCZOS4) + images.append(image) + labels.append(labels_mapping[label]) + + images = np.array(images, dtype=np.float32) + labels = np.array(labels, dtype=np.int32) + + # Normalisation + images /= 255.0 + + return images, labels, len(labels_mapping), reverse_labels_mapping + +# Chargement des données +tab_images, tab_labels, num_classes, reverse_labels_mapping = load_data_from_csv(csv_file, image_dir, size) + +# Division du jeu de données +train_images, test_images, train_labels, test_labels = train_test_split(tab_images, tab_labels, test_size=0.10, random_state=42) + +print(f"Nombre d'images d'entraînement : {len(train_images)}, Nombre d'images de test : {len(test_images)}") + +# Sauvegarde des labels d'entraînement dans un CSV +train_filenames = [f'train_img_{i}.jpg' for i in range(len(train_images))] +train_labels_str = [reverse_labels_mapping[label] for label in train_labels] + +df_train = pd.DataFrame({ + 'filename': train_filenames, + 'label': train_labels_str +}) + +# Sauvegarder le CSV +df_train.to_csv(output_csv, index=False) +print(f"Fichier CSV des labels d'entraînement sauvegardé à l'emplacement : {output_csv}") + +# Création des datasets TensorFlow +train_ds = tf.data.Dataset.from_tensor_slices((train_images, train_labels)).batch(batch_size) +test_ds = tf.data.Dataset.from_tensor_slices((test_images, test_labels)).batch(batch_size) + +# Compilation du modèle +model_panneau = panneau_model(num_classes) +model_panneau.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy']) +print("Modèle compilé.") + +# Entraînement du modèle avec barre de progression pour chaque époque +def train(model, train_ds, test_ds, nbr_entrainement): + for epoch in range(nbr_entrainement): + print(f"Début de l'entraînement {epoch + 1}...") + start = time.time() + + # Nombre de batches dans une époque + num_batches = len(train_ds) + + # Initialiser tqdm pour les batches + with tqdm(total=num_batches, desc=f"Époque {epoch + 1}", unit='batch') as pbar: + for batch_images, batch_labels in train_ds: + history = model.train_on_batch(batch_images, batch_labels) + pbar.update(1) # Mise à jour de la barre de progression + + # Afficher les résultats après l'époque + train_loss, train_accuracy = history + print(f'Entraînement {epoch + 1:04d} : perte : {train_loss:6.4f}, précision : {train_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + test(model, test_ds) + +def test(model, test_ds): + print("Début du test...") + start = time.time() + test_loss, test_accuracy = model.evaluate(test_ds, verbose=0) + print(f' >>> Test : perte : {test_loss:6.4f}, précision : {test_accuracy * 100:7.4f}%, temps : {time.time() - start:7.4f}') + +print("Début de l'entraînement du modèle.") +train(model_panneau, train_ds, test_ds, nbr_entrainement) + +# Chemin de sauvegarde du modèle +model_save_path = "server-ia/data/modeles/tensorflow/tf_modele_speed_panneau.keras" +model_panneau.save(model_save_path) +print(f"Modèle sauvegardé à l'emplacement : {model_save_path}") + +# Évaluation des prédictions +print("Évaluation des prédictions sur les images de test.") +for i in range(len(test_images)): + prediction = model_panneau.predict(np.array([test_images[i]])) + predicted_label_index = np.argmax(prediction[0]) + predicted_label = reverse_labels_mapping[predicted_label_index] + actual_label = reverse_labels_mapping[test_labels[i]] + print(f"Image {i}: Prédiction = {predicted_label}, Label réel = {actual_label}") + cv2.imshow("image", test_images[i]) + if cv2.waitKey() & 0xFF == ord('q'): + break +cv2.destroyAllWindows()