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a/Validation/Photo/slava-auchynnikau-xejoOeiInZI-unsplash.jpg b/Validation/Photo/slava-auchynnikau-xejoOeiInZI-unsplash.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c0a447fa120c7ce661496be4c486fbcd2fd7249f --- /dev/null +++ b/Validation/Photo/slava-auchynnikau-xejoOeiInZI-unsplash.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:310dd23e9519f320630cfd7eaa232bf20e2291fc0179d334100f0bd967a9abac +size 1329154 diff --git a/compress.py b/compress.py new file mode 100644 index 0000000000000000000000000000000000000000..8adcaeff90bee69cbf4e308326e2e6b03a30ae05 --- /dev/null +++ b/compress.py @@ -0,0 +1,10 @@ +import pickle +import gzip +import lzma + + +with gzip.open("umap_reducer.pkl.gz", "rb") as in_file: + reducer = pickle.load(in_file) + + with lzma.open("umap_reducer.pkl.lzma", "wb") as out_file: + pickle.dump(reducer, out_file) diff --git a/flux_classifier.pkl b/flux_classifier.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ff28ec0af7258f3a5499618d17c6ec030e1f2567 --- /dev/null +++ b/flux_classifier.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc1f43bc92676529479937c44df62a36ae14ff8fe56c91326c93f725239a24af +size 479278266 diff --git a/flux_classifier_app.py b/flux_classifier_app.py new file mode 100644 index 0000000000000000000000000000000000000000..bbd5547e09c7981d16a732cf32b157bfcc86d65a --- /dev/null +++ b/flux_classifier_app.py @@ -0,0 +1,211 @@ +# -*- coding: utf-8 -*- +"""Flux Classification App.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1ckzOtXUiFW_NqlIandwoH07lnsLGKTLB +""" + +import gradio as gr + +from sklearn.model_selection import train_test_split +from sklearn.metrics import ( + accuracy_score, + f1_score, + confusion_matrix, + ConfusionMatrixDisplay, +) +from sklearn.preprocessing import StandardScaler +from sklearn.decomposition import PCA +import umap +import pywt +import os +from PIL import Image +import matplotlib.pyplot as plt +import numpy as np +from xgboost import XGBClassifier +from sklearn.model_selection import cross_val_score, KFold +from sklearn.dummy import DummyClassifier +from sklearn.ensemble import RandomForestClassifier +from sklearn.svm import SVC +from sklearn.neighbors import KNeighborsClassifier +from sklearn.model_selection import train_test_split +from sklearn.metrics import classification_report +import plotly.express as px +import pandas as pd +import joblib +from tqdm import tqdm +import lzma + + +class FluxClassifier: + def __init__( + self, + wavelets=["db4", "db10"], + umap_n_neighbors=16, + umap_n_components=32, + random_state=42, + ): + self.wavelets = wavelets + self.umap_n_neighbors = umap_n_neighbors + self.umap_n_components = umap_n_components + self.random_state = random_state + self.reducer = umap.UMAP( + n_neighbors=self.umap_n_neighbors, + n_components=self.umap_n_components, + random_state=self.random_state, + ) + self.classifier = KNeighborsClassifier(n_neighbors=7) # Default classifier + + def load_images_from_folder(self, folder): + images = [] + labels = [] + print(f"Loading images from {folder}") + for filename in tqdm(os.listdir(folder)): + if not ( + filename.endswith(".jpg") + or filename.endswith(".png") + or filename.endswith("jpeg") + or filename.endswith("webp") + ): + continue + img = Image.open(os.path.join(folder, filename)) + img = img.resize((512, 512)) + if img is not None: + images.append(img) + labels.append( + 1 if "AI" in folder else 0 + ) # Assuming folder names contain "AI" or not + return images, labels + + def extract_wavelet_features(self, images): + all_features = [] + for img in images: + img_gray = img.convert("L") + img_array = np.array(img_gray) + features = [] + for wavelet in self.wavelets: + cA, cD = pywt.dwt(img_array, wavelet) + features.extend(cD.flatten()) + all_features.append(features) + return np.array(all_features) + + def fit(self, train_folder1, train_folder2): + # Load images and extract features + images1, labels1 = self.load_images_from_folder(train_folder1) + images2, labels2 = self.load_images_from_folder(train_folder2) + + min_length = min(len(images1), len(images2)) + images1 = images1[:min_length] + images2 = images2[:min_length] + labels1 = labels1[:min_length] + labels2 = labels2[:min_length] + + images = images1 + images2 + labels = labels1 + labels2 + features = self.extract_wavelet_features(images) + + # Apply UMAP dimensionality reduction + embeddings = self.reducer.fit_transform(features) + X_train, X_test, y_train, y_test = train_test_split( + embeddings, labels, test_size=0.2, random_state=42 + ) + + # Train the classifier + self.classifier.fit(X_train, y_train) + + acc = self.classifier.score(X_test, y_test) + y_pred = self.classifier.predict(X_test) + print(f"Classifier accuracy = {acc}") + + f1 = f1_score(y_test, y_pred) + print(f"Classifier F1 = {f1}") + print(classification_report(y_test, y_pred)) + + def predict(self, images): + # Load images and extract features + features = self.extract_wavelet_features(images) + + # Apply UMAP dimensionality reduction + embeddings = self.reducer.transform(features) + + # Make predictions + return self.classifier.predict(embeddings) + + def predict_proba(self, images): + # Load images and extract features + features = self.extract_wavelet_features(images) + + # Apply UMAP dimensionality reduction + embeddings = self.reducer.transform(features) + + # Make predictions + return self.classifier.predict_proba(embeddings) + + def score(self, test_folder): + # Load images and extract features + images, labels = self.load_images_from_folder(test_folder) + features = self.extract_wavelet_features(images) + + # Apply UMAP dimensionality reduction + embeddings = self.reducer.transform(features) + + # Evaluate the classifier + return self.classifier.score(embeddings, labels) + + def cross_val_score(self, folder1, folder2, n_splits=5): + # Load images and extract features + # Load images and extract features + images1, labels1 = self.load_images_from_folder(folder1) + images2, labels2 = self.load_images_from_folder(folder2) + + min_length = min(len(images1), len(images2)) + images1 = images1[:min_length] + images2 = images2[:min_length] + labels1 = labels1[:min_length] + labels2 = labels2[:min_length] + + images = images1 + images2 + labels = labels1 + labels2 + features = self.extract_wavelet_features(images) + + # Apply UMAP dimensionality reduction + embeddings = self.reducer.fit_transform(features) + # Perform four-fold cross-validation + kfold = KFold(n_splits=n_splits, shuffle=True, random_state=42) + scores = cross_val_score( + self.classifier, embeddings, labels, cv=kfold, scoring="accuracy" + ) + + # Print the cross-validation scores + print("Cross-validation scores:", scores) + print("Average cross-validation score:", scores.mean()) + + def save_model(self, filename): + joblib.dump(self, filename, compress=("zlib", 9)) + + @staticmethod + def load_model(filename): + return joblib.load(filename) + + +# Load the knn classifier from the file +filename = "flux_classifier.pkl" +classifier = joblib.load(filename) + + +def classify_image(image): + # apply wavelet function to image + probabilities = list( + classifier.predict_proba([Image.fromarray(image).resize((512, 512))]) + ) + labels = ["Photo", "FLUX"] + return {f"{labels[i]}": prob for i, prob in enumerate(probabilities[0])} + + +interface = gr.Interface( + fn=classify_image, inputs=["image"], outputs=gr.Label(num_top_classes=2) +) + +interface.launch(share=True) diff --git a/resize.py b/resize.py new file mode 100644 index 0000000000000000000000000000000000000000..b206c2f8bc8984d412010103b348ca00dfc65d93 --- /dev/null +++ b/resize.py @@ -0,0 +1,45 @@ +import os +from PIL import Image +from tqdm import tqdm + + +def resize_images_in_directory(directory, size): + """ + Resizes all images in the specified directory to the given size. + + Parameters: + directory (str): The path to the directory containing images. + size (tuple): The desired size for the resized images, e.g., (512, 512). + """ + if not os.path.exists(directory): + print(f"The directory {directory} does not exist.") + return + + # Get list of all files in the directory + files = os.listdir(directory) + + # Filter out non-image files + image_files = [ + file + for file in files + if file.lower().endswith(("png", "jpg", "jpeg", "tiff", "bmp", "gif")) + ] + + if not image_files: + print("No image files found in the directory.") + return + + for image_file in tqdm(image_files): + image_path = os.path.join(directory, image_file) + try: + with Image.open(image_path) as img: + img_resized = img.resize(size, Image.ANTIALIAS) + img_resized.save(image_path) + except Exception as e: + print(f"Failed to process {image_file}: {e}") + + +if __name__ == "__main__": + directory = "Photo" # Replace with your directory path + size = (512, 512) # Replace with your desired size + resize_images_in_directory(directory, size)