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differ diff --git a/ves_cls/main.py b/ves_cls/main.py new file mode 100644 index 0000000..70cbd80 --- /dev/null +++ b/ves_cls/main.py @@ -0,0 +1,460 @@ +import logging +import numpy as np +import pandas as pd +import torch +from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score +import time +import matplotlib +import matplotlib.pyplot as plt +import re +import glob +import os +import shutil +import h5py + +from scripts.html_visualization import HtmlGenerator +from scripts.data_loader import create_data_loader +from scripts.vesicle_net import StandardNet, create_model, load_checkpoint, train_model +from scripts.img_visualization import generate_images + + +def sort_files_to_directories(source_folder): + """ + Sorts files in the source_folder into subdirectories based on the neuron name in the file names. + Prints the list of subfolders created. + + Args: + source_folder (str): Path to the folder containing files to be sorted. + + Returns: + None + """ + if not os.path.exists(source_folder): + raise FileNotFoundError(f"Source folder does not exist: {source_folder}") + + # Get all files in the source folder + files = [f for f in os.listdir(source_folder) if os.path.isfile(os.path.join(source_folder, f))] + + # Set to track unique subfolder names + subfolders_created = set() + + for file_name in files: + # Extract the neuron name from the file name (assuming format like "vesicle_big_KR4_30-8-8_patch.h5") + parts = file_name.split('_') # Split by underscores + neuron_name = parts[2] # Assume neuron name is always the third part + + # Define the destination directory for this neuron + neuron_dir = os.path.join(os.path.dirname(source_folder), neuron_name) + + # Add the subfolder name to the set + subfolders_created.add(neuron_name) + + # Create the directory if it doesn't exist + os.makedirs(neuron_dir, exist_ok=True) + + # Move the file to the neuron directory + source_path = os.path.join(source_folder, file_name) + dest_path = os.path.join(neuron_dir, file_name) + shutil.move(source_path, dest_path) + + print(f"Moved {file_name} to {neuron_dir}") + + # Print the list of subfolders created + return list(subfolders_created) + + +def split_h5_file(file_path): + """ + Splits a single HDF5 file containing two datasets into two separate files. + The first dataset is saved with '_im' in the name, and the second with '_mask'. + + Args: + file_path (str): Path to the input HDF5 file. + + Returns: + tuple: Paths to the generated '_im' and '_mask' HDF5 files. + """ + # Extract the base file name without extension + base_name = os.path.splitext(os.path.basename(file_path))[0] + + # Define output file names + im_file_path = os.path.join(os.path.dirname(file_path), "im.h5") + mask_file_path = os.path.join(os.path.dirname(file_path), "mask.h5") + + # Open the input HDF5 file and separate datasets + with h5py.File(file_path, 'r') as input_file: + dataset_names = list(input_file.keys()) + + if len(dataset_names) != 2: + raise ValueError(f"Expected exactly 2 datasets, but found {len(dataset_names)}.") + + # Save the first dataset to a new file with "_im" in the name + with h5py.File(im_file_path, 'w') as im_file: + im_file.create_dataset("main", data=input_file[dataset_names[0]][:]) + print(f"First dataset saved to: {im_file_path}") + + # Save the second dataset to a new file with "_mask" in the name + with h5py.File(mask_file_path, 'w') as mask_file: + mask_file.create_dataset("main", data=input_file[dataset_names[1]][:]) + print(f"Second dataset saved to: {mask_file_path}") + + return im_file_path, mask_file_path + + +def train_and_save_model(image_file, mask_file, label_file, checkpoint_path, batch_size, n_channels, n_classes, + num_epochs, lr, momentum): + # Create the data loader + train_loader = create_data_loader(image_file, mask_file, label_file, None, batch_size) + + # Initialize the model, criterion, and optimizer with learning rate and momentum + model, criterion, optimizer = create_model(n_channels, n_classes, lr, momentum) + + # Load the checkpoint if it exists + start_epoch = load_checkpoint(model, optimizer, checkpoint_path) + + # Train the model + start_time = time.time() + train_model(model, criterion, optimizer, train_loader, start_epoch, num_epochs, checkpoint_path) + end_time = time.time() + print(f"Training completed in {end_time - start_time:.2f} seconds") + +def save_eval_summary_png(filename, rows, columns): + + fig, ax = plt.subplots(figsize=(8, 2 + len(rows) * 0.5)) + ax.axis('off') + + df = pd.DataFrame(rows, columns=columns) + table = ax.table(cellText=df.values, colLabels=df.columns, cellLoc='center', loc='center') + + table.auto_set_font_size(False) + table.set_fontsize(12) + table.scale(1.2, 1.2) + + for (row, col), cell in table.get_celld().items(): + if row == 0: + cell.set_text_props(weight='bold') + cell.set_linewidth(0.5) + + plt.tight_layout() + plt.savefig(filename, dpi=300, bbox_inches='tight') + plt.close() + + +def eval_model_results(image_file, mask_file, label_file, checkpoint_path, n_channels, n_classes, batch_size, lr=0.001, + momentum=0.9): + # Initialize the model and optimizer + model = StandardNet(in_channels=n_channels, num_classes=n_classes) + optimizer = torch.optim.SGD(model.parameters(), lr=lr, momentum=momentum) + + # Load the model checkpoint + load_checkpoint(model, optimizer, checkpoint_path) + print("Evaluating model on validation/test data") + + # Create the data loader for validation/test data without shuffling + val_loader = create_data_loader(image_file, mask_file, label_file, None, batch_size, shuffle=False) + + y_true = [] + y_pred = [] + + model.eval() + with torch.no_grad(): + for inputs, masks, labels, ids in val_loader: # Adjusted to match the correct return order + inputs = inputs.float().unsqueeze(1) # Adding channel dimension for grayscale + outputs = model(inputs) + _, predicted = torch.max(outputs, 1) + + y_true.extend(labels.cpu().numpy().flatten()) + y_pred.extend(predicted.cpu().numpy().flatten()) + + # Convert to numpy arrays + y_true = np.array(y_true) + y_pred = np.array(y_pred) + valid = y_true != -1 + y_true = y_true[valid] + y_pred = y_pred[valid] + + # Calculate evaluation metrics + accuracy = accuracy_score(y_true, y_pred) + precision = precision_score(y_true, y_pred, average='macro', zero_division=0) + recall = recall_score(y_true, y_pred, average='macro') + f1 = f1_score(y_true, y_pred, average='macro') + + prec_per_class = precision_score(y_true, y_pred, average=None, zero_division=0) + rec_per_class = recall_score(y_true, y_pred, average=None, zero_division=0) + f1_per_class = f1_score(y_true, y_pred, average=None, zero_division=0) + + label_names = ['CV (0)', 'DV (1)', 'DVH (2)'] + print("\nPer-class metrics:") + for i, name in enumerate(label_names): + print(f"{name}: Precision={prec_per_class[i]:.4f}, Recall={rec_per_class[i]:.4f}, F1={f1_per_class[i]:.4f}") + + # --- Compute Rand Index --- + def compute_rand(precision, recall): + denom = precision + recall + return 1 - (2 * precision * recall / denom) if denom > 0 else 1.0 + + rand_overall = compute_rand(precision, recall) + rand_per_class = [compute_rand(p, r) for p, r in zip(prec_per_class, rec_per_class)] + + # --- Compose Table Rows --- + summary_rows = [ + ['Total', f"{rand_overall:.4f}", f"{f1:.4f}", f"{precision:.4f}", f"{recall:.4f}"] + ] + for i, name in enumerate(['CV (0)', 'DV (1)', 'DVH (2)']): + summary_rows.append([ + name, + f"{rand_per_class[i]:.4f}", + f"{f1_per_class[i]:.4f}", + f"{prec_per_class[i]:.4f}", + f"{rec_per_class[i]:.4f}" + ]) + + summary_cols = ['Type', 'Rand', 'F1', 'Precision', 'Recall'] + save_eval_summary_png('evaluation_summary.png', summary_rows, summary_cols) + + +def extract_number(string): + numbers = re.findall(r'\d+', string) # Find all numeric substrings + return int(numbers[-1]) if numbers else -1 # Return the last number if found, otherwise return -1 + + +def get_image_paths_from_folder(folder_dir): + """ + Retrieve image paths relative to the html_files directory, assuming a fixed folder structure. + + Args: + folder_dir (str): The directory containing the images (e.g., category_a or category_b). + + Returns: + list: A list of lists, where each sublist contains a relative path to an image. + """ + # Get all .png files in the folder and subfolders + image_paths = glob.glob(os.path.join(folder_dir, '**', '*.png'), recursive=True) + + # Sort image paths numerically based on the number in the filename + image_paths.sort(key=extract_number) + + # Prepend '../' and construct the relative paths + category_name = os.path.basename(folder_dir) # Get the name of the category (e.g., 'category_a') + relative_paths = [ + [f"../{category_name}/{os.path.basename(path)}"] + for path in image_paths + ] + + return relative_paths + + +def generate_html(input_folder, output_folder, color_labels): + # Get all subfolders (CV, DV, DVH) + subfolders = [f.path for f in os.scandir(input_folder) if f.is_dir() and os.path.basename(f.path) in color_labels] + + num_user = 1 # number of users + + all_image_paths = [] + all_image_labels = [] + + # Loop through each subfolder (CV, DV, DVH) + for subfolder in subfolders: + # Get the name of the subfolder (e.g., CV, DV, DVH) + category = os.path.basename(subfolder) + + # Generate the image paths from the subfolder + image_paths = get_image_paths_from_folder(subfolder) + all_image_paths.append(image_paths) + + # Construct the HDF5 label file name with category + label_file = os.path.join(subfolder, f'{category}.h5') + + # Open the HDF5 file to get image labels + dataset_name = "main" + with h5py.File(label_file, 'r') as f: + image_labels = np.array(f[dataset_name]) + + # Append the image labels for this subfolder to the list of all image labels + all_image_labels.append(image_labels) + + # Generate HTML for this category using HtmlGenerator + html = HtmlGenerator(input_folder, output_folder, subfolders, color_labels, num_user=num_user, num_column=2) + html.create_html(all_image_paths, all_image_labels) + + +def predict_images(image_file, mask_file, label_file, bounding_box_file, checkpoint_path, save_dir, n_channels, + n_classes, batch_size, lr=0.001, + momentum=0.9): + logging.info("Custom Dataset Processing") + logging.info('==> Evaluating ...') + + start_time = time.time() + + # Create data loader for test images + data_loader = create_data_loader(image_file, mask_file, label_file, bounding_box_file, batch_size, shuffle=False) + # Initialize the model and optimizer + model = StandardNet(in_channels=n_channels, num_classes=n_classes) + optimizer = torch.optim.SGD(model.parameters(), lr=lr, momentum=momentum) + + # Load model checkpoint + load_checkpoint(model, optimizer, checkpoint_path) + # Perform predictions on test images and generate visualizations + generate_images(model, data_loader, save_dir) + + end_time = time.time() + print(f"Visualizations generated in {end_time - start_time:.2f} seconds") + +def create_balanced_dataset_from_all_cells(output_folder): + base_dir = 'data' + all_images = [] + all_masks = [] + all_labels = [] + + for folder in os.listdir(base_dir): + folder_path = os.path.join(base_dir, folder) + im_path = os.path.join(folder_path, 'im.h5') + mask_path = os.path.join(folder_path, 'mask.h5') + label_path = os.path.join(folder_path, 'label.h5') + if not all(os.path.exists(p) for p in [im_path, mask_path, label_path]): + continue + + with h5py.File(im_path, 'r') as f: + all_images.append(f['main'][:]) + with h5py.File(mask_path, 'r') as f: + all_masks.append(f['main'][:]) + with h5py.File(label_path, 'r') as f: + all_labels.append(f['main'][:]) # keep 1-based + + images = np.concatenate(all_images, axis=0) + masks = np.concatenate(all_masks, axis=0) + labels = np.concatenate(all_labels, axis=0) + + cv_idx = np.where(labels == 1)[0] + dv_idx = np.where(labels == 2)[0] + dvh_idx = np.where(labels == 3)[0] + + print("Total counts from all cells:") + print(f"CV: {len(cv_idx)}") + print(f"DV: {len(dv_idx)}") + print(f"DVH: {len(dvh_idx)}") + + target_count = min(len(cv_idx), len(dv_idx), len(dvh_idx)) + np.random.seed(0) + cv_sample = np.random.choice(cv_idx, target_count, replace=False) + dv_sample = np.random.choice(dv_idx, target_count, replace=False) + dvh_sample = np.random.choice(dvh_idx, target_count, replace=False) + + all_idx = np.concatenate([cv_sample, dv_sample, dvh_sample]) + np.random.shuffle(all_idx) + + os.makedirs(output_folder, exist_ok=True) + with h5py.File(os.path.join(output_folder, 'im.h5'), 'w') as f: + f.create_dataset('main', data=images[all_idx]) + with h5py.File(os.path.join(output_folder, 'mask.h5'), 'w') as f: + f.create_dataset('main', data=masks[all_idx]) + with h5py.File(os.path.join(output_folder, 'label.h5'), 'w') as f: + f.create_dataset('main', data=labels[all_idx]) + print(f"Balanced dataset saved to {output_folder} with {len(all_idx)} samples.") + +def run_new_training_from_balanced_data(): + balanced_dir = os.path.join('data', 'balanced_from_multi') + create_balanced_dataset_from_all_cells(balanced_dir) + checkpoint_out = 'model_checkpoint_balanced_multi.pth' + + train_and_save_model( + os.path.join(balanced_dir, 'im.h5'), + os.path.join(balanced_dir, 'mask.h5'), + os.path.join(balanced_dir, 'label.h5'), + checkpoint_out, + batch_size=128, + n_channels=1, + n_classes=3, + num_epochs=50, + lr=0.001, + momentum=0.9 + ) + +def evaluate_on_all_valid_datasets(checkpoint_path): + base_dir = 'data' + print("\nEvaluating on all valid datasets:\n") + for folder in sorted(os.listdir(base_dir)): + folder_path = os.path.join(base_dir, folder) + im_path = next((os.path.join(folder_path, f) for f in os.listdir(folder_path) if 'im' in f and f.endswith('.h5')), None) + mask_path = next((os.path.join(folder_path, f) for f in os.listdir(folder_path) if 'mask' in f and f.endswith('.h5')), None) + label_path = next((os.path.join(folder_path, f) for f in os.listdir(folder_path) if 'label' in f and f.endswith('.h5')), None) + + if not all([im_path, mask_path, label_path]): + print(f"Skipping {folder}: incomplete data") + continue + + print(f"\nEvaluating {folder}:") + eval_model_results( + image_file=im_path, + mask_file=mask_path, + label_file=label_path, + checkpoint_path=checkpoint_path, + n_channels=1, + n_classes=3, + batch_size=128 + ) + +if __name__ == '__main__': + + checkpoint_path = 'model_checkpoint_balanced_multi.pth' + color_labels = ["undefined", "CV", "DV", "DVH"] + # Model and training parameters + num_epochs = 40 + batch_size = 128 + n_channels = 1 + n_classes = 3 + lr = 0.001 + momentum = 0.9 + matplotlib.use('Agg') + + #Set this to true to train a NEW NETWORK with balanced data sampled from ALL AVAILABLE CELLS + run_balanced_training = False + if run_balanced_training: + run_new_training_from_balanced_data() + evaluate_on_all_valid_datasets('model_checkpoint_balanced_multi.pth') + + source_folder = "data/to_be_sorted" + neuron_list = sort_files_to_directories(source_folder) + #resut_sub_folders = [os.path.basename(f.path) for f in os.scandir("results")] + #neuron_list = resut_sub_folders + + for neuron_name in neuron_list: + print(f"Beginning visualization for {neuron_name}...") + data_dir = os.path.join("data", neuron_name) + save_dir = os.path.join("results", neuron_name) + + visualize_testing = True + if visualize_testing: + # Define the input file paths based on the neuron name + vesicle_file = os.path.join(data_dir, f"vesicle_big_{neuron_name}_30-8-8_patch.h5") + bounding_box_file = os.path.join(data_dir, f"vesicle_big-bbs_{neuron_name}_30-8-8.h5") + + # Split the vesicle HDF5 file + test_image_file, test_mask_file = split_h5_file(vesicle_file) + + # No test label file for this step + test_label_file = None + + # Run prediction and HTML generation + predict_images( + test_image_file, + test_mask_file, + test_label_file, + bounding_box_file, + checkpoint_path, + save_dir, + n_channels, + n_classes, + batch_size, + lr, + momentum + ) + generate_html_visualization = True + if generate_html_visualization: + generate_html(save_dir, save_dir, color_labels) + print(f"{neuron_name} has been visualized.") + + image_file = 'data/SHL55/im.h5' + mask_file = 'data/SHL55/mask.h5' + label_file = 'data/SHL55/label.h5' + eval_model_results(image_file, mask_file, label_file, checkpoint_path, n_channels, n_classes, batch_size, lr, momentum) \ No newline at end of file diff --git a/ves_cls/model_checkpoint.pth b/ves_cls/model_checkpoint.pth new file mode 100644 index 0000000..5941658 Binary files /dev/null and b/ves_cls/model_checkpoint.pth differ diff --git a/ves_cls/model_checkpoint_balanced_SHL24.pth b/ves_cls/model_checkpoint_balanced_SHL24.pth new file mode 100644 index 0000000..2373866 Binary files /dev/null and b/ves_cls/model_checkpoint_balanced_SHL24.pth differ diff --git a/ves_cls/model_checkpoint_balanced_multi.pth b/ves_cls/model_checkpoint_balanced_multi.pth 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0000000..093f3fa --- /dev/null +++ b/ves_cls/results/SHL55/js/util.js @@ -0,0 +1,5 @@ +var getUrlParam = function(name){ + var rx = new RegExp('[\&|\?]'+name+'=([^\&\#]+)'), + val = window.location.search.match(rx); + return !val ? '':val[1]; +} diff --git a/ves_cls/results/SHL55/test_0/test_0.html b/ves_cls/results/SHL55/test_0/test_0.html new file mode 100644 index 0000000..494f440 --- /dev/null +++ b/ves_cls/results/SHL55/test_0/test_0.html @@ -0,0 +1,4428 @@ + + + + +

User 0, Category: CV, Page 1/3

+

color coding

+
  • black: undefined
    • +
  • red: CV
    • +
  • yellow: DV
    • +
  • blue: DVH
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+ + + \ No newline at end of file diff --git a/ves_cls/results/SHL55/test_0/test_2.html b/ves_cls/results/SHL55/test_0/test_2.html new file mode 100644 index 0000000..86e6274 --- /dev/null +++ b/ves_cls/results/SHL55/test_0/test_2.html @@ -0,0 +1,690 @@ + + + + +

User 0, Category: DVH, Page 3/3

+

color coding

+
  • black: undefined
    • +
  • red: CV
    • +
  • yellow: DV
    • +
  • blue: DVH
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+ + + \ No newline at end of file diff --git a/ves_cls/scripts/data_loader.py b/ves_cls/scripts/data_loader.py new file mode 100644 index 0000000..558b93f --- /dev/null +++ b/ves_cls/scripts/data_loader.py @@ -0,0 +1,54 @@ +import h5py +import torch +import torch.utils.data as data +import numpy as np + +class CustomDataset(data.Dataset): + def __init__(self, images, masks, labels=None, ids=None, transform=None): + self.images = images + self.masks = masks + # Convert labels from 1-based to 0-based indexing if labels are provided + self.labels = labels - 1 if labels is not None else np.full(len(images), -1) + self.ids = ids if ids is not None else np.full(len(images), -1) + self.transform = transform + + def __len__(self): + return len(self.images) + + def __getitem__(self, idx): + image = self.images[idx] + mask = self.masks[idx] + label = self.labels[idx] + index = self.ids[idx] + + image = image.transpose(2, 0, 1) + + if self.transform: + image = self.transform(image) + else: + image = torch.tensor(image, dtype=torch.float32) + image = (image - image.mean()) / image.std() + + return image, mask, label, index + +def load_hdf5(file_path): + with h5py.File(file_path, 'r') as f: + return {key: np.array(f[key]) for key in f.keys()} + +def load_ids(bounding_box_file): + with h5py.File(bounding_box_file, 'r') as bb_file: + #print(bb_file["main"][:, 0].dtype) + return bb_file["main"][:, 0].astype(np.int64) # Extract and return the first column (segmentation IDs) + +def create_data_loader(image_file, mask_file, label_file=None, bounding_box_file=None, batch_size=128, shuffle=True): + images = load_hdf5(image_file)['main'] + #print(images.dtype) + masks = load_hdf5(mask_file)['main'] + #print(masks.dtype) + labels = load_hdf5(label_file)['main'] if label_file is not None else None + #print(type(labels)) + ids = load_ids(bounding_box_file) if bounding_box_file is not None else None + #print(type(ids)) + + dataset = CustomDataset(images, masks, labels, ids, transform=None) + return data.DataLoader(dataset, batch_size=batch_size, shuffle=shuffle) \ No newline at end of file diff --git a/ves_cls/scripts/html_txt_merge.py b/ves_cls/scripts/html_txt_merge.py new file mode 100644 index 0000000..b68735c --- /dev/null +++ b/ves_cls/scripts/html_txt_merge.py @@ -0,0 +1,94 @@ +import os +import re +import h5py +import numpy as np + +def extract_labels_from_txt(txt_path): + """ + Extract (vesicleID, labelIndex) pairs from a txt file. + """ + with open(txt_path, 'r') as f: + content = f.read().strip() + matches = re.findall(r'\((\d+):(\d+)\)', content) + return {int(vid): int(label) for vid, label in matches} + +def merge_and_save_labels(label_dict, save_path): + """ + Merge, sort by vesicle ID, and save as HDF5 file under 'main' dataset. + """ + sorted_ids = sorted(label_dict.keys()) + sorted_labels = [label_dict[vid] for vid in sorted_ids] + with h5py.File(save_path, 'w') as f: + f.create_dataset('main', data=np.array(sorted_labels, dtype=np.int32)) + +def main(): + project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + html_results_dir = os.path.join(project_root, 'html results') + data_dir = os.path.join(project_root, 'data') + + # TEMPORARY: Limit to these cell names for testing + target_cells = {'KM4', 'KR5'} + + for folder_name in os.listdir(html_results_dir): + if not folder_name.endswith(' txt'): + continue + + cell_name = folder_name.replace(' txt', '') + if cell_name not in target_cells: + continue + + txt_folder_path = os.path.join(html_results_dir, folder_name) + label_dict = {} + + for fname in os.listdir(txt_folder_path): + if not fname.startswith('saved_') or not fname.endswith('.txt'): + continue + + txt_path = os.path.join(txt_folder_path, fname) + labels = extract_labels_from_txt(txt_path) + label_dict.update(labels) + + if not label_dict: + print(f"No valid labels found for {cell_name}. Skipping.") + continue + + save_subdir = os.path.join(data_dir, cell_name) + os.makedirs(save_subdir, exist_ok=True) + save_path = os.path.join(save_subdir, 'label.h5') + merge_and_save_labels(label_dict, save_path) + print(f"Saved label.h5 for {cell_name} with {len(label_dict)} entries.") + +def test_cell_shapes(cell_name): + """ + Load im.h5, mask.h5, and label.h5 for the given cell and print shapes. + """ + base_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), '..')) + cell_dir = os.path.join(base_dir, 'data', cell_name) + + im_file = os.path.join(cell_dir, 'im.h5') + mask_file = os.path.join(cell_dir, 'mask.h5') + label_file = os.path.join(cell_dir, 'label.h5') + + with h5py.File(im_file, 'r') as f: + im_data = f['main'][:] + print("Image shape:", im_data.shape) + + with h5py.File(mask_file, 'r') as f: + mask_data = f['main'][:] + print("Mask shape:", mask_data.shape) + + with h5py.File(label_file, 'r') as f: + label_data = f['main'][:] + print("Label shape:", label_data.shape) + + print("Image count:", len(im_data)) + print("Mask count: ", len(mask_data)) + print("Label count:", len(label_data)) + +if __name__ == '__main__': + main() + + test_result = True + if test_result: + cell = 'KM4' + test_cell_shapes(cell) \ No newline at end of file diff --git a/ves_cls/scripts/html_visualization.py b/ves_cls/scripts/html_visualization.py new file mode 100644 index 0000000..d777702 --- /dev/null +++ b/ves_cls/scripts/html_visualization.py @@ -0,0 +1,344 @@ +import glob +import os, sys +import shutil +import math +import numpy as np +from scripts.util import mkdir, write_txt + +COLORS = [ + "black", + "red", + "yellow", + "blue", + "green", + "gray", + "maroon", + "purple", + "fushsia", + "lime", + "olive", + "silver", + "navy", + "blue", + "teal", + "aqua", +] + + +class HtmlGenerator(object): + def __init__( + self, + input_folder, + output_folder, + subfolders, + color_labels = None, + host_address=None, + num_user=1, + num_column=10, + ): + self.input_folder = input_folder + self.color_labels = ["undefined"] + if color_labels is not None: + self.color_labels = color_labels + + # Get the subfolders in the given folder directory + self.subfolders = subfolders + + # files for storage + self.output_folder = output_folder + self.saved_folder = os.path.join(output_folder, "saved_%d") + self.test_folder = os.path.join(output_folder, "test_%d") + self.test_file = os.path.join(self.test_folder, "test_%d.html") + self.js_folder = os.path.join(output_folder, "js") + + # files for display + self.use_php = host_address is not None + self.host_address = ( + os.path.join(host_address, "test_%d") + if host_address is not None + else self.test_folder + ) + self.num_user = num_user + self.num_column = num_column + + # will be computed by the input + self.num_pages = len(self.subfolders) + self.image_counts = [] + self.num_per_user = [] + self.num_last_user = [] + + self.setup_www() + self.setup_users() + + def setup_www(self): + if self.use_php: + php_file = os.path.join(self.output_folder, "save_ans.php") + if not os.path.exists(php_file): + shutil.copy(os.path.join("www", "save_ans.php"), php_file) + + mkdir(self.js_folder) + for fn in ["jquery-1.7.1.min.js", "util.js"]: + js_file = os.path.join(self.js_folder, fn) + if not os.path.exists(js_file): + shutil.copy( + os.path.join("www", "js", fn), + js_file, + ) + + def setup_users(self): + for i in range(self.num_user): + # folder of saved results + folder_save = self.saved_folder % i + mkdir(folder_save) + # need to be writeable from browser + os.chmod(folder_save, 0o777) + # folder of test htmls + folder_test = self.test_folder % i + mkdir(folder_test) + + def create_html(self, all_image_paths, all_image_labels): + + # Loop through each subfolder in the input_folder and calculate image counts + for subfolder_image_paths in all_image_paths: + self.image_counts.append(len(subfolder_image_paths)) # Store the number of images in each subfolder + + # num_per_user is now a list, each value corresponds to the evenly divided number of images for each subfolder + self.num_per_user = [int(math.ceil(image_count / self.num_user)) for image_count in self.image_counts] + + # Calculate the number of remaining images for the last user in each subfolder + self.num_last_user = [image_count - (self.num_user - 1) * num_per for image_count, num_per in + zip(self.image_counts, self.num_per_user)] + + self.create_html_index() + self.create_html_proofreading( + all_image_paths, all_image_labels, self.use_php + ) + + def create_html_index(self): + # if on server, index.html can automatically present the tasks to work on + # if on client, js can't check file existence + if self.use_php: + save_pref = "saved_%d/s_" if self.use_php else "saved_%d_" + for i in range(self.num_user): + self.num_pages = len(self.subfolders) + out = """ + + + + + + +

+ + + + """ % ( + self.num_pages, + i, + save_pref % i, + i, + ) + write_txt(os.path.join(self.output_folder, f"index_{i}.html"), out) + + def create_html_proofreading( + self, all_image_paths, all_image_labels=None, use_php=False + ): + if all_image_labels is None: + all_image_labels = [np.zeros(len(paths), dtype=int) for paths in all_image_paths] + + colors = COLORS[: len(self.color_labels)] + color_js = '["' + '","'.join(colors) + '"]' + + for uid in range(self.num_user): + for fid in range(self.num_pages): + image_paths = all_image_paths[fid] + image_labels = all_image_labels[fid] + num_images = self.num_per_user[fid] if uid != self.num_user - 1 else self.num_last_user[fid] + + # Define start and end indices for the current user's images + id_start = self.num_per_user[fid] * uid + id_end = id_start + num_images + + output_file = self.test_file % (uid, fid) + out = "" + out += """ + + """ + # color scheme + out += f""" + +

User {uid}, Category: {self.color_labels[fid+1]}, Page {fid+1}/{self.num_pages}

+

color coding

+
    """ + for i, color_name in enumerate(self.color_labels): + out += f"
  • {colors[i]}: {color_name}
    • \n" + out += "
\n" + # display + out += "\n" + + for i in range(id_start, id_end): + i_rel = i - id_start + if (i_rel % self.num_column) == 0: + out += "\t \n" + out += ( + f'\t\t\n" + if (i_rel + 1) % self.num_column == 0: + out += "\n" + out += "
\n' + ) + for image_path in image_paths[i]: + if isinstance(image_path, list): + # overlay display + out += f""" +
+ + +
+ """ + else: + out += f""" +
+ +
+ """ + out += "
\n" + # submission + out += """ + + + + +
+ + + +
+ """ + if use_php: + out += f""" + + """ + + # js + out += f""" + \n" + write_txt(output_file, out) + + def create_html_summary(self, labels, image_paths, output_file): + # image_paths: list of image lists + out = ( + "" + + """ + + """ + + '' + ) + for label, image_path in zip(labels, image_paths): + out += f"

Visualize {label} (#={len(image_path)})

\n" + out += "\n" + for index, path_list in enumerate(image_path): + if index % self.num_column == 0: + out += "\n" + out += '\n" + if (index + 1) % self.num_column == 0: + out += "\n" + out += "
' + for path in path_list: + out += ( + "' + ) + out += "
\n" + out += "" + write_txt(output_file, out) diff --git a/ves_cls/scripts/img_visualization.py b/ves_cls/scripts/img_visualization.py new file mode 100644 index 0000000..b936837 --- /dev/null +++ b/ves_cls/scripts/img_visualization.py @@ -0,0 +1,104 @@ +import os +import h5py +import torch +import numpy as np +import matplotlib.pyplot as plt +from skimage.measure import find_contours + +# Function to visualize image, prediction, and mask +def get_label_text(label): + if label == 0: + return 'CV' + elif label == 1: + return 'DV' + elif label == 2: + return 'DVH' + else: + print(f"Warning: Unrecognized label '{label}'. Defaulting to 'Unknown'.") + return 'Unknown' + +def visualize_image_with_prediction(image, mask, label, pred_label, save_dir, num_images_saved): + num_slices = image.shape[1] # Number of slices in the second dimension + fig, ax = plt.subplots(1, num_slices, figsize=(20, 6)) + + for i in range(num_slices): + contours_mask = find_contours(mask[i], level=0.5) + + # Display the original image slice with mask outline + ax[i].imshow(image[:, i, :], cmap='gray') + for contour in contours_mask: + ax[i].plot(contour[:, 1], contour[:, 0], linewidth=2, color='red') + ax[i].set_title(f'Slice {i}') + ax[i].axis('off') + + pred_label_text = get_label_text(pred_label) + neuron_name = os.path.basename(save_dir) + if label != -1: + true_label_text = get_label_text(label) + plt.suptitle(f'Neuron: {neuron_name}, ID: {num_images_saved}, True Label: {true_label_text}, Predicted Label: {pred_label_text}', fontsize=18) + else: + plt.suptitle(f'Neuron: {neuron_name}, ID: {num_images_saved}, Predicted Label: {pred_label_text}', fontsize=18) + plt.tight_layout(rect=[0, 0.03, 1, 0.95]) + + category_folder = os.path.join(save_dir, pred_label_text) + os.makedirs(category_folder, exist_ok=True) + + # Save the figure + save_path = os.path.join(category_folder, f'{num_images_saved}.png') + plt.savefig(save_path) + plt.close(fig) + +def generate_images(model, data_loader, save_dir): + """ + Evaluates the model on the provided data_loader, generates predictions, and saves visualizations. + + Args: + model (torch.nn.Module): The trained model to evaluate. + data_loader (torch.utils.data.DataLoader): DataLoader providing the test data. + save_dir (str): Directory where the visualizations and HTML will be saved. + """ + model.eval() + num_images_saved = 0 # Counter to keep track of saved images + image_paths = [] # List to store paths of saved images + os.makedirs(save_dir, exist_ok=True) + + category_predictions = {} + + with torch.no_grad(): + for inputs, masks, labels, ids in data_loader: # Adjusted to match the correct return order + #print(f"Processing batch of {inputs.size(0)} images.") + inputs = inputs.float().unsqueeze(1) # Adding channel dimension for grayscale + outputs = model(inputs) + _, predicted = torch.max(outputs, 1) + + for i in range(inputs.size(0)): + num_images_saved += 1 # Increment the counter + + image = inputs[i, 0].cpu().numpy() + prediction = predicted[i].cpu().numpy() + mask = masks[i].cpu().numpy() + pred_label = predicted[i].cpu().item() + true_label = labels[i] + + category_name = get_label_text(pred_label) + if category_name not in category_predictions: + category_predictions[category_name] = [] + category_predictions[category_name].append(prediction + 1) + + vesicle_id = ids[i] if ids[i] != -1 else num_images_saved + + # Visualize the prediction and save the image + visualize_image_with_prediction(image, mask, true_label, pred_label, save_dir, vesicle_id) + + if num_images_saved % 512 == 0: + print(f"Checkpoint: {num_images_saved} images processed") + + for category, predictions in category_predictions.items(): + category_folder = os.path.join(save_dir, category) + os.makedirs(category_folder, exist_ok=True) + category_file_path = os.path.join(category_folder, f'{category}.h5') + with h5py.File(category_file_path, 'w') as h5file: + h5file.create_dataset('main', data=np.array(predictions)) + + + diff --git a/ves_cls/scripts/util.py b/ves_cls/scripts/util.py new file mode 100644 index 0000000..8d13c3a --- /dev/null +++ b/ves_cls/scripts/util.py @@ -0,0 +1,18 @@ +import os +import cv2 + + +def mkdir(folder_name): + if not os.path.exists(folder_name): + os.makedirs(folder_name) + + +def write_txt(filename, content): + with open(filename, "w") as a: + if isinstance(content, (list,)): + for ll in content: + a.write(ll) + if "\n" not in ll: + a.write("\n") + else: + a.write(content) diff --git a/ves_cls/scripts/vesicle_net.py b/ves_cls/scripts/vesicle_net.py new file mode 100644 index 0000000..067d594 --- /dev/null +++ b/ves_cls/scripts/vesicle_net.py @@ -0,0 +1,87 @@ +import torch +import torch.nn as nn +import torch.optim as optim +from tqdm import tqdm +import os +class StandardNet(nn.Module): + def __init__(self, in_channels, num_classes): + super(StandardNet, self).__init__() + self.layer1 = nn.Sequential( + nn.Conv3d(in_channels, 16, kernel_size=(1, 3, 3), padding=(0, 1, 1)), + nn.BatchNorm3d(16), + nn.ReLU()) + self.layer2 = nn.Sequential( + nn.Conv3d(16, 16, kernel_size=(1, 3, 3), padding=(0, 1, 1)), + nn.BatchNorm3d(16), + nn.ReLU(), + nn.MaxPool3d(kernel_size=(1, 2, 2), stride=(1, 2, 2))) # Kernel size 1 for depth + self.layer3 = nn.Sequential( + nn.Conv3d(16, 64, kernel_size=3, padding=1), + nn.BatchNorm3d(64), + nn.ReLU()) + self.layer4 = nn.Sequential( + nn.Conv3d(64, 64, kernel_size=3, padding=1), + nn.BatchNorm3d(64), + nn.ReLU()) + self.layer5 = nn.Sequential( + nn.Conv3d(64, 64, kernel_size=3, padding=1), + nn.BatchNorm3d(64), + nn.ReLU(), + nn.MaxPool3d(kernel_size=(1, 2, 2), stride=(1, 2, 2))) # Kernel size 1 for depth + self.fc = nn.Sequential( + nn.Linear(13888, 128), # Adjusted input size based on printed shapes + nn.ReLU(), + nn.Linear(128, 128), + nn.ReLU(), + nn.Linear(128, num_classes)) + + def forward(self, x): + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + x = self.layer4(x) + x = self.layer5(x) + x = x.view(x.size(0), -1) + x = self.fc(x) + return x + +def create_model(in_channels, num_classes, lr, momentum): + model = StandardNet(in_channels=in_channels, num_classes=num_classes) + criterion = nn.CrossEntropyLoss(ignore_index=-1) + optimizer = optim.SGD(model.parameters(), lr=lr, momentum=momentum) + return model, criterion, optimizer + +def load_checkpoint(model, optimizer, checkpoint_path): + if os.path.exists(checkpoint_path): + checkpoint = torch.load(checkpoint_path) + model.load_state_dict(checkpoint['model_state_dict']) + optimizer.load_state_dict(checkpoint['optimizer_state_dict']) + start_epoch = checkpoint['epoch'] + 1 + print(f"Checkpoint loaded, starting from epoch {start_epoch}") + return start_epoch + else: + print("No checkpoint found, starting from scratch.") + return 0 + +# Training function with checkpointing +def train_model(model, criterion, optimizer, train_loader, start_epoch, num_epochs, checkpoint_path): + for epoch in range(start_epoch, num_epochs): + model.train() + for inputs, _, targets, _ in tqdm(train_loader): + optimizer.zero_grad() + inputs = inputs.float().unsqueeze(1) # 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