From 2679da01c26976a0b7ec2c0126155c119552dbe1 Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 13:59:11 +0530 Subject: [PATCH 1/9] Add color augmentation module with brightness, contrast, grayscale, temperature, and histogram equalization features --- .../augmented_outputs/Grayscale.jpg | Bin 0 -> 25321 bytes .../augmented_outputs/High Brightness.jpg | Bin 0 -> 27418 bytes .../augmented_outputs/High Contrast.jpg | Bin 0 -> 30490 bytes .../Histogram Equalization.jpg | Bin 0 -> 28946 bytes .../augmented_outputs/Original.jpg | Bin 0 -> 27209 bytes .../augmented_outputs/Warm Temperature.jpg | Bin 0 -> 29303 bytes .../all_augmentations_grid.jpg | Bin 0 -> 149614 bytes computer_vision/color_augmentation.py | 348 ++++++++++++++++++ computer_vision/test_color_augmentation.py | 336 +++++++++++++++++ 9 files changed, 684 insertions(+) create mode 100644 computer_vision/augmented_outputs/Grayscale.jpg create mode 100644 computer_vision/augmented_outputs/High Brightness.jpg create 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zP6YoLnPI49@|%cP*IUU$IcvD;_z`Q)G>)7$J5G_xbXPw=e`K~`zKi7ndiKE5;H{BM zxwR;1kRkLG8PGec!L=!6{)Jjq*@Z{GpgL9gN+rY#-k9Y^%k7DmI4xQGF){tWM^2c3 GrvD3hp3ejT literal 0 HcmV?d00001 diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py new file mode 100644 index 000000000000..ece2b0c393b2 --- /dev/null +++ b/computer_vision/color_augmentation.py @@ -0,0 +1,348 @@ +""" +Color Augmentation Module +Provides various color space augmentation techniques for computer vision tasks. +""" + +import numpy as np +import cv2 +from typing import Tuple, Optional, Union + + +class ColorAugmentation: + """ + A collection of color augmentation techniques for image preprocessing. + """ + + @staticmethod + def brightness_adjustment(image: np.ndarray, + factor: float = 1.0) -> np.ndarray: + """ + Adjust image brightness. + + Args: + image: Input image (BGR or RGB) + factor: Brightness factor (0.0 = black, 1.0 = original, >1.0 = brighter) + + Returns: + Brightness adjusted image + """ + if factor < 0: + raise ValueError("Brightness factor must be non-negative") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) + hsv[:, :, 2] = np.clip(hsv[:, :, 2] * factor, 0, 255) + return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) + + @staticmethod + def contrast_adjustment(image: np.ndarray, + factor: float = 1.0) -> np.ndarray: + """ + Adjust image contrast. + + Args: + image: Input image (BGR or RGB) + factor: Contrast factor (0.0 = gray, 1.0 = original, >1.0 = more contrast) + + Returns: + Contrast adjusted image + """ + if factor < 0: + raise ValueError("Contrast factor must be non-negative") + + mean = np.mean(image, axis=(0, 1), keepdims=True) + adjusted = mean + factor * (image - mean) + return np.clip(adjusted, 0, 255).astype(np.uint8) + + @staticmethod + def saturation_adjustment(image: np.ndarray, + factor: float = 1.0) -> np.ndarray: + """ + Adjust image saturation. + + Args: + image: Input image (BGR or RGB) + factor: Saturation factor (0.0 = grayscale, 1.0 = original, >1.0 = more saturated) + + Returns: + Saturation adjusted image + """ + if factor < 0: + raise ValueError("Saturation factor must be non-negative") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) + hsv[:, :, 1] = np.clip(hsv[:, :, 1] * factor, 0, 255) + return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) + + @staticmethod + def hue_shift(image: np.ndarray, + shift: int = 0) -> np.ndarray: + """ + Shift the hue channel. + + Args: + image: Input image (BGR or RGB) + shift: Hue shift value (-180 to 180) + + Returns: + Hue shifted image + """ + if not -180 <= shift <= 180: + raise ValueError("Hue shift must be between -180 and 180") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV) + hsv = hsv.astype(np.int16) + hsv[:, :, 0] = (hsv[:, :, 0] + shift) % 180 + hsv = hsv.astype(np.uint8) + return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR) + + @staticmethod + def color_jitter(image: np.ndarray, + brightness: Tuple[float, float] = (0.8, 1.2), + contrast: Tuple[float, float] = (0.8, 1.2), + saturation: Tuple[float, float] = (0.8, 1.2), + hue: Tuple[int, int] = (-20, 20)) -> np.ndarray: + """ + Apply random color jittering (combines brightness, contrast, saturation, hue). + + Args: + image: Input image (BGR or RGB) + brightness: Range for brightness factor + contrast: Range for contrast factor + saturation: Range for saturation factor + hue: Range for hue shift + + Returns: + Color jittered image + """ + # Random brightness + b_factor = np.random.uniform(brightness[0], brightness[1]) + image = ColorAugmentation.brightness_adjustment(image, b_factor) + + # Random contrast + c_factor = np.random.uniform(contrast[0], contrast[1]) + image = ColorAugmentation.contrast_adjustment(image, c_factor) + + # Random saturation + s_factor = np.random.uniform(saturation[0], saturation[1]) + image = ColorAugmentation.saturation_adjustment(image, s_factor) + + # Random hue + h_shift = np.random.randint(hue[0], hue[1]) + image = ColorAugmentation.hue_shift(image, h_shift) + + return image + + @staticmethod + def gamma_correction(image: np.ndarray, + gamma: float = 1.0) -> np.ndarray: + """ + Apply gamma correction. + + Args: + image: Input image (BGR or RGB) + gamma: Gamma value (< 1.0 = brighter, > 1.0 = darker) + + Returns: + Gamma corrected image + """ + if gamma <= 0: + raise ValueError("Gamma must be positive") + + inv_gamma = 1.0 / gamma + table = np.array([((i / 255.0) ** inv_gamma) * 255 + for i in range(256)]).astype(np.uint8) + return cv2.LUT(image, table) + + @staticmethod + def histogram_equalization(image: np.ndarray, + clip_limit: float = 2.0, + tile_grid_size: Tuple[int, int] = (8, 8)) -> np.ndarray: + """ + Apply CLAHE (Contrast Limited Adaptive Histogram Equalization). + + Args: + image: Input image (BGR or RGB) + clip_limit: Threshold for contrast limiting + tile_grid_size: Size of grid for histogram equalization + + Returns: + Equalized image + """ + lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB) + clahe = cv2.createCLAHE(clipLimit=clip_limit, tileGridSize=tile_grid_size) + lab[:, :, 0] = clahe.apply(lab[:, :, 0]) + return cv2.cvtColor(lab, cv2.COLOR_LAB2BGR) + + @staticmethod + def channel_shuffle(image: np.ndarray) -> np.ndarray: + """ + Randomly shuffle color channels. + + Args: + image: Input image (BGR or RGB) + + Returns: + Channel shuffled image + """ + channels = list(cv2.split(image)) + np.random.shuffle(channels) + return cv2.merge(channels) + + @staticmethod + def grayscale_conversion(image: np.ndarray, + keep_channels: bool = True) -> np.ndarray: + """ + Convert image to grayscale. + + Args: + image: Input image (BGR or RGB) + keep_channels: If True, return 3-channel grayscale, else single channel + + Returns: + Grayscale image + """ + gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) + if keep_channels: + return cv2.cvtColor(gray, cv2.COLOR_GRAY2BGR) + return gray + + @staticmethod + def color_cast(image: np.ndarray, + red_shift: int = 0, + green_shift: int = 0, + blue_shift: int = 0) -> np.ndarray: + """ + Apply color cast by shifting individual channels. + + Args: + image: Input image (BGR) + red_shift: Shift for red channel (-255 to 255) + green_shift: Shift for green channel (-255 to 255) + blue_shift: Shift for blue channel (-255 to 255) + + Returns: + Color cast image + """ + result = image.astype(np.int16) + result[:, :, 0] = np.clip(result[:, :, 0] + blue_shift, 0, 255) + result[:, :, 1] = np.clip(result[:, :, 1] + green_shift, 0, 255) + result[:, :, 2] = np.clip(result[:, :, 2] + red_shift, 0, 255) + return result.astype(np.uint8) + + @staticmethod + def temperature_tint(image: np.ndarray, + temperature: float = 0.0, + tint: float = 0.0) -> np.ndarray: + """ + Adjust color temperature and tint. + + Args: + image: Input image (BGR) + temperature: Temperature adjustment (-1.0 to 1.0, negative = cooler, positive = warmer) + tint: Tint adjustment (-1.0 to 1.0, negative = green, positive = magenta) + + Returns: + Adjusted image + """ + result = image.astype(np.float32) + + # Temperature: affect blue and red channels + if temperature > 0: # Warmer + result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) + result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) + else: # Cooler + result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) + result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) + + # Tint: affect green channel + result[:, :, 1] = np.clip(result[:, :, 1] * (1 + tint * 0.3), 0, 255) + + return result.astype(np.uint8) + + @staticmethod + def posterize(image: np.ndarray, + levels: int = 4) -> np.ndarray: + """ + Reduce the number of color levels (posterization effect). + + Args: + image: Input image (BGR or RGB) + levels: Number of color levels per channel (2-8) + + Returns: + Posterized image + """ + if not 2 <= levels <= 8: + raise ValueError("Levels must be between 2 and 8") + + step = 256 // levels + result = (image // step) * step + return result.astype(np.uint8) + + @staticmethod + def solarize(image: np.ndarray, + threshold: int = 128) -> np.ndarray: + """ + Apply solarization effect (invert pixels above threshold). + + Args: + image: Input image (BGR or RGB) + threshold: Threshold value (0-255) + + Returns: + Solarized image + """ + result = image.copy() + mask = result >= threshold + result[mask] = 255 - result[mask] + return result + + @staticmethod + def random_color_augmentation(image: np.ndarray, + probability: float = 0.5) -> np.ndarray: + """ + Apply a random color augmentation with given probability. + + Args: + image: Input image (BGR or RGB) + probability: Probability of applying augmentation + + Returns: + Augmented or original image + """ + if np.random.random() > probability: + return image + + augmentations = [ + lambda img: ColorAugmentation.brightness_adjustment(img, np.random.uniform(0.7, 1.3)), + lambda img: ColorAugmentation.contrast_adjustment(img, np.random.uniform(0.7, 1.3)), + lambda img: ColorAugmentation.saturation_adjustment(img, np.random.uniform(0.7, 1.3)), + lambda img: ColorAugmentation.hue_shift(img, np.random.randint(-30, 30)), + lambda img: ColorAugmentation.gamma_correction(img, np.random.uniform(0.7, 1.3)), + ] + + aug_func = np.random.choice(augmentations) + return aug_func(image) + + +# Example usage and demonstration +if __name__ == "__main__": + # Create a sample image or load your own + # img = cv2.imread('your_image.jpg') + + # For demonstration, create a synthetic image + img = np.random.randint(0, 255, (300, 300, 3), dtype=np.uint8) + + augmenter = ColorAugmentation() + + # Apply various augmentations + bright = augmenter.brightness_adjustment(img, factor=1.3) + contrast = augmenter.contrast_adjustment(img, factor=1.5) + saturated = augmenter.saturation_adjustment(img, factor=1.5) + jittered = augmenter.color_jitter(img) + gamma = augmenter.gamma_correction(img, gamma=1.5) + equalized = augmenter.histogram_equalization(img) + + print("Color augmentation functions applied successfully!") + print(f"Original shape: {img.shape}") + print(f"Augmented shape: {jittered.shape}") \ No newline at end of file diff --git a/computer_vision/test_color_augmentation.py b/computer_vision/test_color_augmentation.py new file mode 100644 index 000000000000..48c1c93455b9 --- /dev/null +++ b/computer_vision/test_color_augmentation.py @@ -0,0 +1,336 @@ +""" +Test script for color augmentation module with dynamic image input +""" + +import cv2 +import numpy as np +import os +import sys +import glob +from color_augmentation import ColorAugmentation + + +def get_image_interactively(): + """ + Get image through multiple methods interactively. + + Returns: + numpy.ndarray: Loaded image or None + """ + print("\n" + "="*60) + print("SELECT IMAGE INPUT METHOD") + print("="*60) + print("1. Browse and select image file") + print("2. Enter image path manually") + print("3. Use webcam capture") + print("4. Select from current directory") + print("5. Drag and drop (paste path)") + + choice = input("\nEnter your choice (1-5): ").strip() + + if choice == '1': + return browse_for_image() + elif choice == '2': + return load_from_manual_path() + elif choice == '3': + return capture_from_webcam() + elif choice == '4': + return select_from_directory() + elif choice == '5': + return load_from_drag_drop() + else: + print("Invalid choice!") + return None + + +def browse_for_image(): + """Use tkinter file dialog to browse for image.""" + try: + import tkinter as tk + from tkinter import filedialog + + root = tk.Tk() + root.withdraw() # Hide main window + + file_path = filedialog.askopenfilename( + title="Select an image", + filetypes=[ + ("Image files", "*.jpg *.jpeg *.png *.bmp *.tiff *.webp"), + ("All files", "*.*") + ] + ) + + if file_path: + print(f"Selected: {file_path}") + img = cv2.imread(file_path) + if img is not None: + return img + else: + print("Error: Could not load the selected image") + else: + print("No file selected") + + except ImportError: + print("Error: tkinter not available. Try another method.") + + return None + + +def load_from_manual_path(): + """Load image from manually entered path.""" + path = input("\nEnter image path: ").strip() + + # Remove quotes if user copied path with quotes + path = path.strip('"').strip("'") + + if os.path.exists(path): + img = cv2.imread(path) + if img is not None: + print(f"✓ Successfully loaded: {path}") + return img + else: + print(f"✗ Error: Could not load image from {path}") + else: + print(f"✗ Error: File not found at {path}") + + return None + + +def capture_from_webcam(): + """Capture image from webcam.""" + print("\nOpening webcam...") + cap = cv2.VideoCapture(0) + + if not cap.isOpened(): + print("Error: Could not open webcam") + return None + + print("Webcam opened! Press SPACE to capture, ESC to cancel") + + while True: + ret, frame = cap.read() + if not ret: + print("Error: Could not read frame") + break + + cv2.putText(frame, "Press SPACE to capture, ESC to cancel", + (10, 30), cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 255, 0), 2) + cv2.imshow('Webcam - Capture Image', frame) + + key = cv2.waitKey(1) & 0xFF + if key == 32: # SPACE + print("✓ Image captured!") + cap.release() + cv2.destroyAllWindows() + return frame + elif key == 27: # ESC + print("Cancelled") + break + + cap.release() + cv2.destroyAllWindows() + return None + + +def select_from_directory(): + """List and select images from current directory.""" + print("\nSearching for images in current directory...") + + # Find all image files + image_extensions = ['*.jpg', '*.jpeg', '*.png', '*.bmp', '*.tiff', '*.webp'] + image_files = [] + + for ext in image_extensions: + image_files.extend(glob.glob(ext)) + image_files.extend(glob.glob(ext.upper())) + + if not image_files: + print("No images found in current directory") + return None + + print(f"\nFound {len(image_files)} image(s):") + for i, file in enumerate(image_files, 1): + file_size = os.path.getsize(file) / 1024 # KB + print(f" {i}. {file} ({file_size:.1f} KB)") + + try: + choice = int(input(f"\nSelect image (1-{len(image_files)}): ")) + if 1 <= choice <= len(image_files): + selected_file = image_files[choice - 1] + img = cv2.imread(selected_file) + if img is not None: + print(f"✓ Loaded: {selected_file}") + return img + else: + print(f"✗ Error loading: {selected_file}") + else: + print("Invalid selection") + except ValueError: + print("Invalid input") + + return None + + +def load_from_drag_drop(): + """Load image from drag-and-dropped path.""" + print("\nDrag and drop your image file here and press Enter:") + print("(or paste the full path)") + path = input().strip() + + # Remove quotes and extra whitespace + path = path.strip('"').strip("'").strip() + + # Handle file:// protocol + if path.startswith('file://'): + path = path[7:] + + if os.path.exists(path): + img = cv2.imread(path) + if img is not None: + print(f"✓ Successfully loaded: {path}") + return img + else: + print(f"✗ Error: Could not load image from {path}") + else: + print(f"✗ Error: File not found at {path}") + + return None + + +def create_augmentation_grid(augmentations, cols=3, cell_size=(200, 200)): + """ + Create a grid of all augmented images with labels. + + Args: + augmentations: Dictionary of {name: image} + cols: Number of columns in grid + cell_size: Size of each cell (width, height) + + Returns: + Composite grid image + """ + images = list(augmentations.items()) + rows = (len(images) + cols - 1) // cols + + cell_width, cell_height = cell_size + text_height = 40 + total_cell_height = cell_height + text_height + + # Create blank canvas + grid_width = cols * cell_width + grid_height = rows * total_cell_height + grid = np.ones((grid_height, grid_width, 3), dtype=np.uint8) * 255 + + for idx, (name, img) in enumerate(images): + row = idx // cols + col = idx % cols + + # Resize image to fit cell + resized = cv2.resize(img, (cell_width, cell_height)) + + # Calculate position + y_start = row * total_cell_height + x_start = col * cell_width + + # Place image + grid[y_start:y_start + cell_height, x_start:x_start + cell_width] = resized + + # Add text label below image + text_y = y_start + cell_height + 30 + text_x = x_start + 10 + + # Format name (replace underscores with spaces, title case) + label = name.replace('_', ' ').title() + + cv2.putText(grid, label, (text_x, text_y), + cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 1, cv2.LINE_AA) + + return grid + + +def test_color_augmentation(img, output_dir='augmented_outputs'): + """ + Test all color augmentation functions on an image. + + Args: + img: Input image (numpy array) + output_dir: Directory to save augmented images + """ + if img is None: + print("Error: No image provided") + return + + # Create output directory + if not os.path.exists(output_dir): + os.makedirs(output_dir) + + print(f"\n✓ Image loaded successfully!") + print(f" Shape: {img.shape}") + print(f" Size: {img.shape[1]}x{img.shape[0]} pixels") + + augmenter = ColorAugmentation() + + # Dictionary of augmentations - 5 DISTINCT augmentations + augmentations = { + 'Original': img, + 'High Brightness': augmenter.brightness_adjustment(img, factor=1.8), + 'High Contrast': augmenter.contrast_adjustment(img, factor=2.0), + 'Grayscale': augmenter.grayscale_conversion(img), + 'Warm Temperature': augmenter.temperature_tint(img, temperature=0.8, tint=0), + 'Histogram Equalization': augmenter.histogram_equalization(img, clip_limit=3.0), + } + + # Save augmented images + print(f"\n📁 Saving augmented images to '{output_dir}'...") + for name, aug_img in augmentations.items(): + output_path = os.path.join(output_dir, f'{name}.jpg') + cv2.imwrite(output_path, aug_img) + print(f" ✓ {name}.jpg") + + print(f"\n✅ Created {len(augmentations)} augmented images!") + print(f"📂 Check the '{output_dir}' folder") + + # Create composite image with all augmentations + create_composite = input("\nCreate composite image grid? (y/n): ").strip().lower() + if create_composite == 'y': + composite = create_augmentation_grid(augmentations) + + # Save composite + composite_path = os.path.join(output_dir, 'all_augmentations_grid.jpg') + cv2.imwrite(composite_path, composite) + print(f"\n✓ Composite grid saved: {composite_path}") + + # Display composite + cv2.imshow('All Color Augmentations - Press any key to close', composite) + cv2.waitKey(0) + cv2.destroyAllWindows() + + +def main(): + """Main function.""" + print("="*60) + print("COLOR AUGMENTATION TEST TOOL") + print("="*60) + + while True: + img = get_image_interactively() + + if img is not None: + test_color_augmentation(img) + + # Ask if user wants to test another image + again = input("\nTest another image? (y/n): ").strip().lower() + if again != 'y': + break + else: + retry = input("\nFailed to load image. Try again? (y/n): ").strip().lower() + if retry != 'y': + break + + print("\n" + "="*60) + print("Thank you for using Color Augmentation Test Tool!") + print("="*60) + + +if __name__ == "__main__": + main() \ No newline at end of file From d5d9a168064d6e1fbf962ccad04287e90a088c4c Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 14:02:39 +0530 Subject: [PATCH 2/9] Add augmented_outputs to gitignore --- .../augmented_outputs/Grayscale.jpg | Bin 25321 -> 0 bytes .../augmented_outputs/High Brightness.jpg | Bin 27418 -> 0 bytes .../augmented_outputs/High Contrast.jpg | Bin 30490 -> 0 bytes .../Histogram Equalization.jpg | Bin 28946 -> 0 bytes computer_vision/augmented_outputs/Original.jpg | Bin 27209 -> 0 bytes .../augmented_outputs/Warm Temperature.jpg | Bin 29303 -> 0 bytes .../all_augmentations_grid.jpg | Bin 149614 -> 0 bytes 7 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 computer_vision/augmented_outputs/Grayscale.jpg delete mode 100644 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Browse and select image file") - print("2. Enter image path manually") - print("3. Use webcam capture") - print("4. Select from current directory") - print("5. Drag and drop (paste path)") - - choice = input("\nEnter your choice (1-5): ").strip() - - if choice == '1': - return browse_for_image() - elif choice == '2': - return load_from_manual_path() - elif choice == '3': - return capture_from_webcam() - elif choice == '4': - return select_from_directory() - elif choice == '5': - return load_from_drag_drop() - else: - print("Invalid choice!") - return None - - -def browse_for_image(): - """Use tkinter file dialog to browse for image.""" - try: - import tkinter as tk - from tkinter import filedialog - - root = tk.Tk() - root.withdraw() # Hide main window - - file_path = filedialog.askopenfilename( - title="Select an image", - filetypes=[ - ("Image files", "*.jpg *.jpeg *.png *.bmp *.tiff *.webp"), - ("All files", "*.*") - ] - ) - - if file_path: - print(f"Selected: {file_path}") - img = cv2.imread(file_path) - if img is not None: - return img - else: - print("Error: Could not load the selected image") - else: - print("No file selected") - - except ImportError: - print("Error: tkinter not available. Try another method.") - - return None - - -def load_from_manual_path(): - """Load image from manually entered path.""" - path = input("\nEnter image path: ").strip() - - # Remove quotes if user copied path with quotes - path = path.strip('"').strip("'") - - if os.path.exists(path): - img = cv2.imread(path) - if img is not None: - print(f"✓ Successfully loaded: {path}") - return img - else: - print(f"✗ Error: Could not load image from {path}") - else: - print(f"✗ Error: File not found at {path}") - - return None - - -def capture_from_webcam(): - """Capture image from webcam.""" - print("\nOpening webcam...") - cap = cv2.VideoCapture(0) - - if not cap.isOpened(): - print("Error: Could not open webcam") - return None - - print("Webcam opened! Press SPACE to capture, ESC to cancel") - - while True: - ret, frame = cap.read() - if not ret: - print("Error: Could not read frame") - break - - cv2.putText(frame, "Press SPACE to capture, ESC to cancel", - (10, 30), cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 255, 0), 2) - cv2.imshow('Webcam - Capture Image', frame) - - key = cv2.waitKey(1) & 0xFF - if key == 32: # SPACE - print("✓ Image captured!") - cap.release() - cv2.destroyAllWindows() - return frame - elif key == 27: # ESC - print("Cancelled") - break - - cap.release() - cv2.destroyAllWindows() - return None - - -def select_from_directory(): - """List and select images from current directory.""" - print("\nSearching for images in current directory...") - - # Find all image files - image_extensions = ['*.jpg', '*.jpeg', '*.png', '*.bmp', '*.tiff', '*.webp'] - image_files = [] - - for ext in image_extensions: - image_files.extend(glob.glob(ext)) - image_files.extend(glob.glob(ext.upper())) - - if not image_files: - print("No images found in current directory") - return None - - print(f"\nFound {len(image_files)} image(s):") - for i, file in enumerate(image_files, 1): - file_size = os.path.getsize(file) / 1024 # KB - print(f" {i}. {file} ({file_size:.1f} KB)") - - try: - choice = int(input(f"\nSelect image (1-{len(image_files)}): ")) - if 1 <= choice <= len(image_files): - selected_file = image_files[choice - 1] - img = cv2.imread(selected_file) - if img is not None: - print(f"✓ Loaded: {selected_file}") - return img - else: - print(f"✗ Error loading: {selected_file}") - else: - print("Invalid selection") - except ValueError: - print("Invalid input") - - return None - - -def load_from_drag_drop(): - """Load image from drag-and-dropped path.""" - print("\nDrag and drop your image file here and press Enter:") - print("(or paste the full path)") - path = input().strip() - - # Remove quotes and extra whitespace - path = path.strip('"').strip("'").strip() - - # Handle file:// protocol - if path.startswith('file://'): - path = path[7:] - - if os.path.exists(path): - img = cv2.imread(path) - if img is not None: - print(f"✓ Successfully loaded: {path}") - return img - else: - print(f"✗ Error: Could not load image from {path}") - else: - print(f"✗ Error: File not found at {path}") - - return None - - -def create_augmentation_grid(augmentations, cols=3, cell_size=(200, 200)): - """ - Create a grid of all augmented images with labels. - - Args: - augmentations: Dictionary of {name: image} - cols: Number of columns in grid - cell_size: Size of each cell (width, height) - - Returns: - Composite grid image - """ - images = list(augmentations.items()) - rows = (len(images) + cols - 1) // cols - - cell_width, cell_height = cell_size - text_height = 40 - total_cell_height = cell_height + text_height - - # Create blank canvas - grid_width = cols * cell_width - grid_height = rows * total_cell_height - grid = np.ones((grid_height, grid_width, 3), dtype=np.uint8) * 255 - - for idx, (name, img) in enumerate(images): - row = idx // cols - col = idx % cols - - # Resize image to fit cell - resized = cv2.resize(img, (cell_width, cell_height)) - - # Calculate position - y_start = row * total_cell_height - x_start = col * cell_width - - # Place image - grid[y_start:y_start + cell_height, x_start:x_start + cell_width] = resized - - # Add text label below image - text_y = y_start + cell_height + 30 - text_x = x_start + 10 - - # Format name (replace underscores with spaces, title case) - label = name.replace('_', ' ').title() - - cv2.putText(grid, label, (text_x, text_y), - cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 1, cv2.LINE_AA) - - return grid - - -def test_color_augmentation(img, output_dir='augmented_outputs'): - """ - Test all color augmentation functions on an image. - - Args: - img: Input image (numpy array) - output_dir: Directory to save augmented images - """ - if img is None: - print("Error: No image provided") - return - - # Create output directory - if not os.path.exists(output_dir): - os.makedirs(output_dir) - - print(f"\n✓ Image loaded successfully!") - print(f" Shape: {img.shape}") - print(f" Size: {img.shape[1]}x{img.shape[0]} pixels") - - augmenter = ColorAugmentation() - - # Dictionary of augmentations - 5 DISTINCT augmentations - augmentations = { - 'Original': img, - 'High Brightness': augmenter.brightness_adjustment(img, factor=1.8), - 'High Contrast': augmenter.contrast_adjustment(img, factor=2.0), - 'Grayscale': augmenter.grayscale_conversion(img), - 'Warm Temperature': augmenter.temperature_tint(img, temperature=0.8, tint=0), - 'Histogram Equalization': augmenter.histogram_equalization(img, clip_limit=3.0), - } - - # Save augmented images - print(f"\n📁 Saving augmented images to '{output_dir}'...") - for name, aug_img in augmentations.items(): - output_path = os.path.join(output_dir, f'{name}.jpg') - cv2.imwrite(output_path, aug_img) - print(f" ✓ {name}.jpg") - - print(f"\n✅ Created {len(augmentations)} augmented images!") - print(f"📂 Check the '{output_dir}' folder") - - # Create composite image with all augmentations - create_composite = input("\nCreate composite image grid? (y/n): ").strip().lower() - if create_composite == 'y': - composite = create_augmentation_grid(augmentations) - - # Save composite - composite_path = os.path.join(output_dir, 'all_augmentations_grid.jpg') - cv2.imwrite(composite_path, composite) - print(f"\n✓ Composite grid saved: {composite_path}") - - # Display composite - cv2.imshow('All Color Augmentations - Press any key to close', composite) - cv2.waitKey(0) - cv2.destroyAllWindows() - - -def main(): - """Main function.""" - print("="*60) - print("COLOR AUGMENTATION TEST TOOL") - print("="*60) - - while True: - img = get_image_interactively() - - if img is not None: - test_color_augmentation(img) - - # Ask if user wants to test another image - again = input("\nTest another image? (y/n): ").strip().lower() - if again != 'y': - break - else: - retry = input("\nFailed to load image. Try again? (y/n): ").strip().lower() - if retry != 'y': - break - - print("\n" + "="*60) - print("Thank you for using Color Augmentation Test Tool!") - print("="*60) - - -if __name__ == "__main__": - main() \ No newline at end of file From 5c7d999052977e83cc04ce5e9b8e92212187a496 Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 14:09:32 +0530 Subject: [PATCH 4/9] Updated color augmentation --- computer_vision/color_augmentation.py | 38 --------------------------- 1 file changed, 38 deletions(-) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index ece2b0c393b2..f1d51a96fa5e 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -259,44 +259,6 @@ def temperature_tint(image: np.ndarray, return result.astype(np.uint8) - @staticmethod - def posterize(image: np.ndarray, - levels: int = 4) -> np.ndarray: - """ - Reduce the number of color levels (posterization effect). - - Args: - image: Input image (BGR or RGB) - levels: Number of color levels per channel (2-8) - - Returns: - Posterized image - """ - if not 2 <= levels <= 8: - raise ValueError("Levels must be between 2 and 8") - - step = 256 // levels - result = (image // step) * step - return result.astype(np.uint8) - - @staticmethod - def solarize(image: np.ndarray, - threshold: int = 128) -> np.ndarray: - """ - Apply solarization effect (invert pixels above threshold). - - Args: - image: Input image (BGR or RGB) - threshold: Threshold value (0-255) - - Returns: - Solarized image - """ - result = image.copy() - mask = result >= threshold - result[mask] = 255 - result[mask] - return result - @staticmethod def random_color_augmentation(image: np.ndarray, probability: float = 0.5) -> np.ndarray: From 7b2282dbb833a3e4c84f6205367cfb5583d833a2 Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 14:11:43 +0530 Subject: [PATCH 5/9] Add color augmentation module with proper doctests and type hints --- computer_vision/color_augmentation.py | 595 +++++++++++++------------- 1 file changed, 295 insertions(+), 300 deletions(-) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index f1d51a96fa5e..e3dad203d94e 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -1,310 +1,305 @@ """ -Color Augmentation Module -Provides various color space augmentation techniques for computer vision tasks. +Color Augmentation Module for Computer Vision + +This module provides various color space augmentation techniques commonly used +in computer vision and deep learning for data augmentation during model training. + +Reference: https://en.wikipedia.org/wiki/Data_augmentation """ import numpy as np import cv2 -from typing import Tuple, Optional, Union -class ColorAugmentation: +def brightness_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: """ - A collection of color augmentation techniques for image preprocessing. + Adjust image brightness by modifying the V channel in HSV color space. + + Args: + image: Input image in BGR format + factor: Brightness multiplication factor (0.0 = black, 1.0 = original, >1.0 = brighter) + + Returns: + Brightness adjusted image in BGR format + + Raises: + ValueError: If brightness factor is negative + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = brightness_adjustment(img, factor=1.2) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') """ - - @staticmethod - def brightness_adjustment(image: np.ndarray, - factor: float = 1.0) -> np.ndarray: - """ - Adjust image brightness. - - Args: - image: Input image (BGR or RGB) - factor: Brightness factor (0.0 = black, 1.0 = original, >1.0 = brighter) - - Returns: - Brightness adjusted image - """ - if factor < 0: - raise ValueError("Brightness factor must be non-negative") - - hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) - hsv[:, :, 2] = np.clip(hsv[:, :, 2] * factor, 0, 255) - return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) - - @staticmethod - def contrast_adjustment(image: np.ndarray, - factor: float = 1.0) -> np.ndarray: - """ - Adjust image contrast. - - Args: - image: Input image (BGR or RGB) - factor: Contrast factor (0.0 = gray, 1.0 = original, >1.0 = more contrast) - - Returns: - Contrast adjusted image - """ - if factor < 0: - raise ValueError("Contrast factor must be non-negative") - - mean = np.mean(image, axis=(0, 1), keepdims=True) - adjusted = mean + factor * (image - mean) - return np.clip(adjusted, 0, 255).astype(np.uint8) - - @staticmethod - def saturation_adjustment(image: np.ndarray, - factor: float = 1.0) -> np.ndarray: - """ - Adjust image saturation. - - Args: - image: Input image (BGR or RGB) - factor: Saturation factor (0.0 = grayscale, 1.0 = original, >1.0 = more saturated) - - Returns: - Saturation adjusted image - """ - if factor < 0: - raise ValueError("Saturation factor must be non-negative") - - hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) - hsv[:, :, 1] = np.clip(hsv[:, :, 1] * factor, 0, 255) - return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) - - @staticmethod - def hue_shift(image: np.ndarray, - shift: int = 0) -> np.ndarray: - """ - Shift the hue channel. - - Args: - image: Input image (BGR or RGB) - shift: Hue shift value (-180 to 180) - - Returns: - Hue shifted image - """ - if not -180 <= shift <= 180: - raise ValueError("Hue shift must be between -180 and 180") - - hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV) - hsv = hsv.astype(np.int16) - hsv[:, :, 0] = (hsv[:, :, 0] + shift) % 180 - hsv = hsv.astype(np.uint8) - return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR) - - @staticmethod - def color_jitter(image: np.ndarray, - brightness: Tuple[float, float] = (0.8, 1.2), - contrast: Tuple[float, float] = (0.8, 1.2), - saturation: Tuple[float, float] = (0.8, 1.2), - hue: Tuple[int, int] = (-20, 20)) -> np.ndarray: - """ - Apply random color jittering (combines brightness, contrast, saturation, hue). - - Args: - image: Input image (BGR or RGB) - brightness: Range for brightness factor - contrast: Range for contrast factor - saturation: Range for saturation factor - hue: Range for hue shift - - Returns: - Color jittered image - """ - # Random brightness - b_factor = np.random.uniform(brightness[0], brightness[1]) - image = ColorAugmentation.brightness_adjustment(image, b_factor) - - # Random contrast - c_factor = np.random.uniform(contrast[0], contrast[1]) - image = ColorAugmentation.contrast_adjustment(image, c_factor) - - # Random saturation - s_factor = np.random.uniform(saturation[0], saturation[1]) - image = ColorAugmentation.saturation_adjustment(image, s_factor) - - # Random hue - h_shift = np.random.randint(hue[0], hue[1]) - image = ColorAugmentation.hue_shift(image, h_shift) - - return image - - @staticmethod - def gamma_correction(image: np.ndarray, - gamma: float = 1.0) -> np.ndarray: - """ - Apply gamma correction. - - Args: - image: Input image (BGR or RGB) - gamma: Gamma value (< 1.0 = brighter, > 1.0 = darker) - - Returns: - Gamma corrected image - """ - if gamma <= 0: - raise ValueError("Gamma must be positive") - - inv_gamma = 1.0 / gamma - table = np.array([((i / 255.0) ** inv_gamma) * 255 - for i in range(256)]).astype(np.uint8) - return cv2.LUT(image, table) - - @staticmethod - def histogram_equalization(image: np.ndarray, - clip_limit: float = 2.0, - tile_grid_size: Tuple[int, int] = (8, 8)) -> np.ndarray: - """ - Apply CLAHE (Contrast Limited Adaptive Histogram Equalization). - - Args: - image: Input image (BGR or RGB) - clip_limit: Threshold for contrast limiting - tile_grid_size: Size of grid for histogram equalization - - Returns: - Equalized image - """ - lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB) - clahe = cv2.createCLAHE(clipLimit=clip_limit, tileGridSize=tile_grid_size) - lab[:, :, 0] = clahe.apply(lab[:, :, 0]) - return cv2.cvtColor(lab, cv2.COLOR_LAB2BGR) - - @staticmethod - def channel_shuffle(image: np.ndarray) -> np.ndarray: - """ - Randomly shuffle color channels. - - Args: - image: Input image (BGR or RGB) - - Returns: - Channel shuffled image - """ - channels = list(cv2.split(image)) - np.random.shuffle(channels) - return cv2.merge(channels) - - @staticmethod - def grayscale_conversion(image: np.ndarray, - keep_channels: bool = True) -> np.ndarray: - """ - Convert image to grayscale. - - Args: - image: Input image (BGR or RGB) - keep_channels: If True, return 3-channel grayscale, else single channel - - Returns: - Grayscale image - """ - gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) - if keep_channels: - return cv2.cvtColor(gray, cv2.COLOR_GRAY2BGR) - return gray - - @staticmethod - def color_cast(image: np.ndarray, - red_shift: int = 0, - green_shift: int = 0, - blue_shift: int = 0) -> np.ndarray: - """ - Apply color cast by shifting individual channels. - - Args: - image: Input image (BGR) - red_shift: Shift for red channel (-255 to 255) - green_shift: Shift for green channel (-255 to 255) - blue_shift: Shift for blue channel (-255 to 255) - - Returns: - Color cast image - """ - result = image.astype(np.int16) - result[:, :, 0] = np.clip(result[:, :, 0] + blue_shift, 0, 255) - result[:, :, 1] = np.clip(result[:, :, 1] + green_shift, 0, 255) - result[:, :, 2] = np.clip(result[:, :, 2] + red_shift, 0, 255) - return result.astype(np.uint8) - - @staticmethod - def temperature_tint(image: np.ndarray, - temperature: float = 0.0, - tint: float = 0.0) -> np.ndarray: - """ - Adjust color temperature and tint. - - Args: - image: Input image (BGR) - temperature: Temperature adjustment (-1.0 to 1.0, negative = cooler, positive = warmer) - tint: Tint adjustment (-1.0 to 1.0, negative = green, positive = magenta) - - Returns: - Adjusted image - """ - result = image.astype(np.float32) - - # Temperature: affect blue and red channels - if temperature > 0: # Warmer - result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) - result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) - else: # Cooler - result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) - result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) - - # Tint: affect green channel - result[:, :, 1] = np.clip(result[:, :, 1] * (1 + tint * 0.3), 0, 255) - - return result.astype(np.uint8) - - @staticmethod - def random_color_augmentation(image: np.ndarray, - probability: float = 0.5) -> np.ndarray: - """ - Apply a random color augmentation with given probability. - - Args: - image: Input image (BGR or RGB) - probability: Probability of applying augmentation - - Returns: - Augmented or original image - """ - if np.random.random() > probability: - return image - - augmentations = [ - lambda img: ColorAugmentation.brightness_adjustment(img, np.random.uniform(0.7, 1.3)), - lambda img: ColorAugmentation.contrast_adjustment(img, np.random.uniform(0.7, 1.3)), - lambda img: ColorAugmentation.saturation_adjustment(img, np.random.uniform(0.7, 1.3)), - lambda img: ColorAugmentation.hue_shift(img, np.random.randint(-30, 30)), - lambda img: ColorAugmentation.gamma_correction(img, np.random.uniform(0.7, 1.3)), - ] - - aug_func = np.random.choice(augmentations) - return aug_func(image) - - -# Example usage and demonstration + if factor < 0: + raise ValueError("Brightness factor must be non-negative") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) + hsv[:, :, 2] = np.clip(hsv[:, :, 2] * factor, 0, 255) + return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) + + +def contrast_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: + """ + Adjust image contrast by scaling pixel values around the mean. + + Args: + image: Input image in BGR format + factor: Contrast factor (0.0 = gray, 1.0 = original, >1.0 = more contrast) + + Returns: + Contrast adjusted image in BGR format + + Raises: + ValueError: If contrast factor is negative + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = contrast_adjustment(img, factor=1.5) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + if factor < 0: + raise ValueError("Contrast factor must be non-negative") + + mean = np.mean(image, axis=(0, 1), keepdims=True) + adjusted = mean + factor * (image - mean) + return np.clip(adjusted, 0, 255).astype(np.uint8) + + +def saturation_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: + """ + Adjust image saturation by modifying the S channel in HSV color space. + + Args: + image: Input image in BGR format + factor: Saturation factor (0.0 = grayscale, 1.0 = original, >1.0 = more saturated) + + Returns: + Saturation adjusted image in BGR format + + Raises: + ValueError: If saturation factor is negative + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = saturation_adjustment(img, factor=1.3) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + if factor < 0: + raise ValueError("Saturation factor must be non-negative") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV).astype(np.float32) + hsv[:, :, 1] = np.clip(hsv[:, :, 1] * factor, 0, 255) + return cv2.cvtColor(hsv.astype(np.uint8), cv2.COLOR_HSV2BGR) + + +def hue_shift(image: np.ndarray, shift: int = 0) -> np.ndarray: + """ + Shift the hue channel in HSV color space. + + Args: + image: Input image in BGR format + shift: Hue shift value in degrees (-180 to 180) + + Returns: + Hue shifted image in BGR format + + Raises: + ValueError: If hue shift is outside valid range + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = hue_shift(img, shift=30) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + if not -180 <= shift <= 180: + raise ValueError("Hue shift must be between -180 and 180") + + hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV) + hsv = hsv.astype(np.int16) + hsv[:, :, 0] = (hsv[:, :, 0] + shift) % 180 + hsv = hsv.astype(np.uint8) + return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR) + + +def gamma_correction(image: np.ndarray, gamma: float = 1.0) -> np.ndarray: + """ + Apply gamma correction to adjust image brightness non-linearly. + + Reference: https://en.wikipedia.org/wiki/Gamma_correction + + Args: + image: Input image in BGR format + gamma: Gamma value (< 1.0 = brighter, 1.0 = no change, > 1.0 = darker) + + Returns: + Gamma corrected image in BGR format + + Raises: + ValueError: If gamma is not positive + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = gamma_correction(img, gamma=1.5) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + if gamma <= 0: + raise ValueError("Gamma must be positive") + + inv_gamma = 1.0 / gamma + table = np.array( + [((i / 255.0) ** inv_gamma) * 255 for i in range(256)] + ).astype(np.uint8) + return cv2.LUT(image, table) + + +def histogram_equalization( + image: np.ndarray, clip_limit: float = 2.0, tile_grid_size: tuple[int, int] = (8, 8) +) -> np.ndarray: + """ + Apply CLAHE (Contrast Limited Adaptive Histogram Equalization). + + This technique improves contrast by equalizing the histogram in localized regions. + Reference: https://en.wikipedia.org/wiki/Adaptive_histogram_equalization + + Args: + image: Input image in BGR format + clip_limit: Threshold for contrast limiting + tile_grid_size: Size of grid for histogram equalization + + Returns: + Equalized image in BGR format + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = histogram_equalization(img) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB) + clahe = cv2.createCLAHE(clipLimit=clip_limit, tileGridSize=tile_grid_size) + lab[:, :, 0] = clahe.apply(lab[:, :, 0]) + return cv2.cvtColor(lab, cv2.COLOR_LAB2BGR) + + +def channel_shuffle(image: np.ndarray) -> np.ndarray: + """ + Randomly shuffle color channels (B, G, R) for data augmentation. + + Args: + image: Input image in BGR format + + Returns: + Channel shuffled image + + Examples: + >>> import numpy as np + >>> np.random.seed(42) + >>> img = np.random.randint(0, 255, (50, 50, 3), dtype=np.uint8) + >>> result = channel_shuffle(img) + >>> result.shape + (50, 50, 3) + >>> result.dtype + dtype('uint8') + """ + channels = list(cv2.split(image)) + np.random.shuffle(channels) + return cv2.merge(channels) + + +def grayscale_conversion(image: np.ndarray, keep_channels: bool = True) -> np.ndarray: + """ + Convert image to grayscale using standard luminosity formula. + + Reference: https://en.wikipedia.org/wiki/Grayscale + + Args: + image: Input image in BGR format + keep_channels: If True, return 3-channel grayscale, else single channel + + Returns: + Grayscale image (3-channel if keep_channels=True, else 1-channel) + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = grayscale_conversion(img, keep_channels=True) + >>> result.shape + (100, 100, 3) + >>> result = grayscale_conversion(img, keep_channels=False) + >>> result.shape + (100, 100) + """ + gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) + if keep_channels: + return cv2.cvtColor(gray, cv2.COLOR_GRAY2BGR) + return gray + + +def temperature_tint( + image: np.ndarray, temperature: float = 0.0, tint: float = 0.0 +) -> np.ndarray: + """ + Adjust color temperature and tint of an image. + + Temperature affects the blue-red balance, while tint affects the green-magenta balance. + + Args: + image: Input image in BGR format + temperature: Temperature adjustment (-1.0 to 1.0, negative = cooler, positive = warmer) + tint: Tint adjustment (-1.0 to 1.0, negative = green, positive = magenta) + + Returns: + Adjusted image in BGR format + + Examples: + >>> import numpy as np + >>> img = np.random.randint(0, 255, (100, 100, 3), dtype=np.uint8) + >>> result = temperature_tint(img, temperature=0.5, tint=0.2) + >>> result.shape + (100, 100, 3) + >>> result.dtype + dtype('uint8') + """ + result = image.astype(np.float32) + + # Temperature: affect blue and red channels + if temperature > 0: # Warmer + result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) + result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) + else: # Cooler + result[:, :, 0] = np.clip(result[:, :, 0] * (1 - temperature * 0.3), 0, 255) + result[:, :, 2] = np.clip(result[:, :, 2] * (1 + temperature * 0.3), 0, 255) + + # Tint: affect green channel + result[:, :, 1] = np.clip(result[:, :, 1] * (1 + tint * 0.3), 0, 255) + + return result.astype(np.uint8) + + if __name__ == "__main__": - # Create a sample image or load your own - # img = cv2.imread('your_image.jpg') - - # For demonstration, create a synthetic image - img = np.random.randint(0, 255, (300, 300, 3), dtype=np.uint8) - - augmenter = ColorAugmentation() - - # Apply various augmentations - bright = augmenter.brightness_adjustment(img, factor=1.3) - contrast = augmenter.contrast_adjustment(img, factor=1.5) - saturated = augmenter.saturation_adjustment(img, factor=1.5) - jittered = augmenter.color_jitter(img) - gamma = augmenter.gamma_correction(img, gamma=1.5) - equalized = augmenter.histogram_equalization(img) - - print("Color augmentation functions applied successfully!") - print(f"Original shape: {img.shape}") - print(f"Augmented shape: {jittered.shape}") \ No newline at end of file + import doctest + + doctest.testmod() \ No newline at end of file From a425741e47e1767ba10635dade2d0b08d936a5ea Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Sun, 19 Oct 2025 08:46:18 +0000 Subject: [PATCH 6/9] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- computer_vision/color_augmentation.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index e3dad203d94e..e413a66720db 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -166,9 +166,9 @@ def gamma_correction(image: np.ndarray, gamma: float = 1.0) -> np.ndarray: raise ValueError("Gamma must be positive") inv_gamma = 1.0 / gamma - table = np.array( - [((i / 255.0) ** inv_gamma) * 255 for i in range(256)] - ).astype(np.uint8) + table = np.array([((i / 255.0) ** inv_gamma) * 255 for i in range(256)]).astype( + np.uint8 + ) return cv2.LUT(image, table) @@ -302,4 +302,4 @@ def temperature_tint( if __name__ == "__main__": import doctest - doctest.testmod() \ No newline at end of file + doctest.testmod() From 7b52151b04c0fa7c972408f4ab99ec4746d20500 Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 14:34:01 +0530 Subject: [PATCH 7/9] Add color augmentation module with proper doctests and type hints --- computer_vision/color_augmentation.py | 28 +++++++++++++++++---------- 1 file changed, 18 insertions(+), 10 deletions(-) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index e3dad203d94e..fefa820f9325 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -1,3 +1,6 @@ +import numpy as np +import cv2 + """ Color Augmentation Module for Computer Vision @@ -7,17 +10,15 @@ Reference: https://en.wikipedia.org/wiki/Data_augmentation """ -import numpy as np -import cv2 - - def brightness_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: """ Adjust image brightness by modifying the V channel in HSV color space. Args: image: Input image in BGR format - factor: Brightness multiplication factor (0.0 = black, 1.0 = original, >1.0 = brighter) + factor: Brightness multiplication factor ( + 0.0 = black, 1.0 = original, >1.0 = brighter + ) Returns: Brightness adjusted image in BGR format @@ -79,7 +80,8 @@ def saturation_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: Args: image: Input image in BGR format - factor: Saturation factor (0.0 = grayscale, 1.0 = original, >1.0 = more saturated) + factor: Saturation factor + (0.0 = grayscale, 1.0 = original, >1.0 = more saturated) Returns: Saturation adjusted image in BGR format @@ -225,7 +227,8 @@ def channel_shuffle(image: np.ndarray) -> np.ndarray: dtype('uint8') """ channels = list(cv2.split(image)) - np.random.shuffle(channels) + rng = np.random.default_rng() + rng.shuffle(channels) return cv2.merge(channels) @@ -264,12 +267,17 @@ def temperature_tint( """ Adjust color temperature and tint of an image. - Temperature affects the blue-red balance, while tint affects the green-magenta balance. + Temperature affects the blue-red balance, while tint affects the + green-magenta balance. Args: image: Input image in BGR format - temperature: Temperature adjustment (-1.0 to 1.0, negative = cooler, positive = warmer) - tint: Tint adjustment (-1.0 to 1.0, negative = green, positive = magenta) + temperature: Temperature adjustment ( + -1.0 to 1.0, negative = cooler, positive = warmer + ) + tint: Tint adjustment ( + -1.0 to 1.0, negative = green, positive = magenta + ) Returns: Adjusted image in BGR format From 7c03f2e737dbde157d9092a7ed623a71c63531b5 Mon Sep 17 00:00:00 2001 From: Shreyaav18 Date: Sun, 19 Oct 2025 15:02:48 +0530 Subject: [PATCH 8/9] Fix ruff linting errors --- computer_vision/color_augmentation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index db9c0651b260..0cc8b0cbbf13 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -1,5 +1,5 @@ -import numpy as np import cv2 +import numpy as np """ Color Augmentation Module for Computer Vision From 6c039f66d57b74905e2509b67fcae452324fc195 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Sun, 19 Oct 2025 09:33:41 +0000 Subject: [PATCH 9/9] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- computer_vision/color_augmentation.py | 1 + 1 file changed, 1 insertion(+) diff --git a/computer_vision/color_augmentation.py b/computer_vision/color_augmentation.py index 0cc8b0cbbf13..bab27dd13c43 100644 --- a/computer_vision/color_augmentation.py +++ b/computer_vision/color_augmentation.py @@ -10,6 +10,7 @@ Reference: https://en.wikipedia.org/wiki/Data_augmentation """ + def brightness_adjustment(image: np.ndarray, factor: float = 1.0) -> np.ndarray: """ Adjust image brightness by modifying the V channel in HSV color space.