diff --git a/EDGE_CODE/model/svm5ClassesAGRIREDUCED.arff b/EDGE_CODE/model/svm5ClassesAGRIREDUCED.arff new file mode 100644 index 0000000..e091cc8 --- /dev/null +++ b/EDGE_CODE/model/svm5ClassesAGRIREDUCED.arff @@ -0,0 +1,2816 @@ +@RELATION svm5ClassesAGRIREDUCED +@ATTRIBUTE features1 NUMERIC +@ATTRIBUTE features2 NUMERIC +@ATTRIBUTE features3 NUMERIC +@ATTRIBUTE features4 NUMERIC +@ATTRIBUTE features5 NUMERIC +@ATTRIBUTE features6 NUMERIC +@ATTRIBUTE features7 NUMERIC +@ATTRIBUTE features8 NUMERIC +@ATTRIBUTE features9 NUMERIC +@ATTRIBUTE features10 NUMERIC +@ATTRIBUTE features11 NUMERIC +@ATTRIBUTE features12 NUMERIC +@ATTRIBUTE features13 NUMERIC +@ATTRIBUTE features14 NUMERIC +@ATTRIBUTE features15 NUMERIC +@ATTRIBUTE features16 NUMERIC +@ATTRIBUTE features17 NUMERIC +@ATTRIBUTE features18 NUMERIC +@ATTRIBUTE features19 NUMERIC +@ATTRIBUTE features20 NUMERIC +@ATTRIBUTE features21 NUMERIC +@ATTRIBUTE features22 NUMERIC +@ATTRIBUTE features23 NUMERIC +@ATTRIBUTE features24 NUMERIC +@ATTRIBUTE features25 NUMERIC +@ATTRIBUTE features26 NUMERIC +@ATTRIBUTE features27 NUMERIC +@ATTRIBUTE features28 NUMERIC +@ATTRIBUTE features29 NUMERIC +@ATTRIBUTE features30 NUMERIC +@ATTRIBUTE features31 NUMERIC +@ATTRIBUTE features32 NUMERIC +@ATTRIBUTE features33 NUMERIC +@ATTRIBUTE features34 NUMERIC +@ATTRIBUTE features35 NUMERIC +@ATTRIBUTE features36 NUMERIC +@ATTRIBUTE features37 NUMERIC +@ATTRIBUTE features38 NUMERIC +@ATTRIBUTE features39 NUMERIC +@ATTRIBUTE features40 NUMERIC +@ATTRIBUTE features41 NUMERIC +@ATTRIBUTE features42 NUMERIC +@ATTRIBUTE features43 NUMERIC +@ATTRIBUTE features44 NUMERIC +@ATTRIBUTE features45 NUMERIC +@ATTRIBUTE features46 NUMERIC +@ATTRIBUTE features47 NUMERIC +@ATTRIBUTE features48 NUMERIC +@ATTRIBUTE features49 NUMERIC +@ATTRIBUTE features50 NUMERIC +@ATTRIBUTE features51 NUMERIC +@ATTRIBUTE features52 NUMERIC +@ATTRIBUTE features53 NUMERIC +@ATTRIBUTE features54 NUMERIC +@ATTRIBUTE features55 NUMERIC +@ATTRIBUTE features56 NUMERIC +@ATTRIBUTE features57 NUMERIC +@ATTRIBUTE features58 NUMERIC +@ATTRIBUTE features59 NUMERIC +@ATTRIBUTE features60 NUMERIC +@ATTRIBUTE features61 NUMERIC +@ATTRIBUTE features62 NUMERIC +@ATTRIBUTE features63 NUMERIC +@ATTRIBUTE features64 NUMERIC +@ATTRIBUTE features65 NUMERIC +@ATTRIBUTE features66 NUMERIC +@ATTRIBUTE features67 NUMERIC +@ATTRIBUTE features68 NUMERIC +@ATTRIBUTE features69 NUMERIC +@ATTRIBUTE features70 NUMERIC +@ATTRIBUTE features71 NUMERIC +@ATTRIBUTE features72 NUMERIC +@ATTRIBUTE features73 NUMERIC +@ATTRIBUTE features74 NUMERIC +@ATTRIBUTE features75 NUMERIC +@ATTRIBUTE features76 NUMERIC +@ATTRIBUTE features77 NUMERIC +@ATTRIBUTE features78 NUMERIC +@ATTRIBUTE features79 NUMERIC +@ATTRIBUTE features80 NUMERIC +@ATTRIBUTE features81 NUMERIC +@ATTRIBUTE features82 NUMERIC +@ATTRIBUTE features83 NUMERIC +@ATTRIBUTE features84 NUMERIC +@ATTRIBUTE features85 NUMERIC +@ATTRIBUTE features86 NUMERIC +@ATTRIBUTE features87 NUMERIC +@ATTRIBUTE features88 NUMERIC +@ATTRIBUTE features89 NUMERIC +@ATTRIBUTE features90 NUMERIC +@ATTRIBUTE features91 NUMERIC +@ATTRIBUTE features92 NUMERIC +@ATTRIBUTE features93 NUMERIC +@ATTRIBUTE features94 NUMERIC +@ATTRIBUTE features95 NUMERIC +@ATTRIBUTE features96 NUMERIC +@ATTRIBUTE features97 NUMERIC +@ATTRIBUTE features98 NUMERIC +@ATTRIBUTE features99 NUMERIC +@ATTRIBUTE features100 NUMERIC +@ATTRIBUTE features101 NUMERIC +@ATTRIBUTE features102 NUMERIC +@ATTRIBUTE features103 NUMERIC +@ATTRIBUTE features104 NUMERIC +@ATTRIBUTE features105 NUMERIC +@ATTRIBUTE features106 NUMERIC +@ATTRIBUTE features107 NUMERIC +@ATTRIBUTE features108 NUMERIC +@ATTRIBUTE features109 NUMERIC +@ATTRIBUTE features110 NUMERIC +@ATTRIBUTE features111 NUMERIC +@ATTRIBUTE features112 NUMERIC +@ATTRIBUTE features113 NUMERIC +@ATTRIBUTE features114 NUMERIC +@ATTRIBUTE features115 NUMERIC +@ATTRIBUTE features116 NUMERIC +@ATTRIBUTE features117 NUMERIC +@ATTRIBUTE features118 NUMERIC +@ATTRIBUTE features119 NUMERIC +@ATTRIBUTE features120 NUMERIC +@ATTRIBUTE features121 NUMERIC +@ATTRIBUTE features122 NUMERIC +@ATTRIBUTE features123 NUMERIC +@ATTRIBUTE features124 NUMERIC +@ATTRIBUTE features125 NUMERIC +@ATTRIBUTE features126 NUMERIC +@ATTRIBUTE features127 NUMERIC +@ATTRIBUTE features128 NUMERIC +@ATTRIBUTE features129 NUMERIC +@ATTRIBUTE features130 NUMERIC +@ATTRIBUTE features131 NUMERIC +@ATTRIBUTE features132 NUMERIC +@ATTRIBUTE features133 NUMERIC +@ATTRIBUTE features134 NUMERIC +@ATTRIBUTE features135 NUMERIC +@ATTRIBUTE features136 NUMERIC +@ATTRIBUTE class {field,tractor,wind,dog,blackbird,crushat,goose,hoopoe,sparrow,sturnus,swallow} + +@DATA 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diff --git a/SERVER_CODE/best_model_batch_590.h5 b/SERVER_CODE/best_model_batch_590.h5 new file mode 100644 index 0000000..8e3e278 Binary files /dev/null and b/SERVER_CODE/best_model_batch_590.h5 differ diff --git a/SERVER_CODE/cnn_classifier.py b/SERVER_CODE/cnn_classifier.py new file mode 100644 index 0000000..84ffabe --- /dev/null +++ b/SERVER_CODE/cnn_classifier.py @@ -0,0 +1,57 @@ +import librosa +import librosa.display +import os +import numpy as np +import matplotlib.pyplot as plt +from keras.models import model_from_json +from keras import optimizers +from keras_preprocessing.image import ImageDataGenerator + +class classifier(object): + def __init__(self, model, weight): + json_file = open(model, 'r') + loaded_model_json = json_file.read() + json_file.close() + self.loaded_model = model_from_json(loaded_model_json) + self.loaded_model.load_weights(weight) + self.datagen=ImageDataGenerator(rescale=1./255.,validation_split=0.25) + self.loaded_model.compile(optimizers.rmsprop(lr=0.0005, decay=1e-6),loss="categorical_crossentropy",metrics=["accuracy"]) + self.loaded_model.summary() + + def predict(self,wav_to_predict): + image = self.create_spectrogram(wav_to_predict) + predict_generator = self.datagen.flow_from_directory( + directory="images_to_predict/", + batch_size=128, + seed=42, + shuffle=False, + class_mode="categorical", + target_size=(64,64)) + prediction = self.loaded_model.predict_generator(predict_generator,steps=1) + os.remove(image) + predicted_class_indices=np.argmax(prediction,axis=1) + labels = {'anser': 0, 'columba': 1, 'hirundo': 2, 'passer': 3, 'sturnus': 4, 'turdus': 5, 'upupa': 6} + labels = dict((v,k) for k,v in labels.items()) + predictions = [labels[k] for k in predicted_class_indices] + print("The sound was a : ", predictions[0]) + return predictions + + def create_spectrogram(self, wav): + plt.interactive(False) + clip, sample_rate = librosa.load(wav, sr=None) + fig = plt.figure(figsize=[0.72,0.72]) + ax = fig.add_subplot(111) + ax.axes.get_xaxis().set_visible(False) + ax.axes.get_yaxis().set_visible(False) + ax.set_frame_on(False) + spectogram = librosa.feature.melspectrogram(y=clip, sr=sample_rate) + librosa.display.specshow(librosa.power_to_db(spectogram, ref=np.max)) + if not os.path.exists("images_to_predict/unknown/"): + os.makedirs("images_to_predict/unknown/") + file_name = "images_to_predict/unknown/"+wav[:-4]+ '.jpg' + plt.savefig(file_name, dpi=400, bbox_inches='tight',pad_inches=0) + plt.close() + fig.clf() + plt.close(fig) + plt.close('all') + return file_name \ No newline at end of file