From 213321e0fccd7cd09374c0529d6f0b0fecb96388 Mon Sep 17 00:00:00 2001 From: cailean Date: Mon, 18 Nov 2024 15:12:25 +0000 Subject: [PATCH] inital commit --- .gitignore | 2 + README.md | 0 app.py | 167 + process_video.py | 117 + requirements.txt | 74 + sv_embeddings.json | 90675 +++++++++++++++++++++++++++++++++++++++++++ 6 files changed, 91035 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 app.py create mode 100644 process_video.py create mode 100644 requirements.txt create mode 100644 sv_embeddings.json diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..53477ed --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +/main_dataset/ +/dataset/ \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..e69de29 diff --git a/app.py b/app.py new file mode 100644 index 0000000..467f7dd --- /dev/null +++ b/app.py @@ -0,0 +1,167 @@ +from deepface import DeepFace +import os +import glob +import json +import numpy as np + +baseFolderPath = "main_dataset" +lostFolderPath = "lost-images" +output_file = "sv_embeddings.json" + +embeddings = [] + +backends = [ + 'opencv', + 'ssd', + 'dlib', + 'mtcnn', + 'fastmtcnn', + 'retinaface', + 'mediapipe', + 'yolov8', + 'yunet', + 'centerface', +] + +def main(): + video_folders = setup() + for folder_info in video_folders: + + foldername, video_path, image_paths = folder_info + + print(f"Processing {foldername}\n") + + run(image_paths, foldername, video_path) + saveToJson() + +def processImage(image, idx, foldername, video_path): + try: + + print(f"Processing {image}", end="\r") + + # Initialize variables to accumulate sums + sums = { + 'angry': 0, + 'disgust': 0, + 'fear': 0, + 'happy': 0, + 'sad': 0, + 'surprise': 0, + 'neutral': 0 + } + + anaylse_obj = DeepFace.analyze( + img_path=image, + actions=['emotion'], + enforce_detection=True, + detector_backend=backends[5], + silent=True + ) + + emotions = anaylse_obj[0]['emotion'] + + selected_emotions = [ + emotions['happy'], + emotions['sad'], + emotions['angry'], + emotions['neutral'] + ] + + num_of_faces = len(anaylse_obj) + + # Get average emotion + # for face in anaylse_obj: + # emotions = face['emotion'] + # for emotion in sums: + # sums[emotion] += emotions.get(emotion, 0) + + # averages = {emotion: sums[emotion] / num_of_faces for emotion in sums} + + raw_emotions = [value for value in emotions.values()] + + #normalized_emotions = [value / 100 for value in raw_emotions] + + normalized_emotions = [value / 100 for value in selected_emotions] + + + #normalised_emotions = l2_normalize(np.array(raw_emotions)) + + # normalised_emotions = normalised_emotions.tolist() + + entry = { + "folder": foldername, + "image": image, # Extract the filename from the path + "error": 0, + "vector": normalized_emotions + } + + # Add the entry to the JSON data list + embeddings.append(entry) + except: + # if model does not detect any emotions + # set lost -> 1 & generate a random emotion vector + random_vector = np.random.rand(4) + random_vector_list = random_vector.tolist() + + entry = { + "folder": foldername, + "image": image, # Extract the filename from the path + "error": 1, + "vector": random_vector_list + } + + # Add the entry to the JSON data list + embeddings.append(entry) + pass + + print(entry["vector"]) + + + +def setup(): + video_folders = [] + + subfolders = [f.path for f in os.scandir(baseFolderPath) if f.is_dir()] + + for subfolder in subfolders: + frames_folder_path = os.path.join(subfolder, "segmented_images") + + # Find the video file in the subfolder + # video_files = [f for f in os.listdir(subfolder) if f.endswith(('.mp4', '.avi', '.mov'))] + # if video_files: + # video_path = os.path.join(subfolder, video_files[0]) + + # List of all image files in the frames folder + image_files = glob.glob(os.path.join(frames_folder_path, '*')) + + # Filter by specific image extensions (e.g., .jpg, .png) + image_paths = [img for img in image_files if img.endswith(('.jpg', '.jpeg', '.png', '.bmp', '.tiff', '.gif'))] + + # Sort the image paths by filename (assuming the filenames are numerically ordered) + image_paths.sort(key=lambda x: int(os.path.splitext(os.path.basename(x))[0])) + + video_path = "null" + + # Add the information to the list + video_folders.append((os.path.basename(subfolder), video_path, image_paths)) + + return video_folders + + +def run(image_paths, foldername, video_path): + for idx, image in enumerate(image_paths): + processImage(image, idx, foldername, video_path) + +def l2_normalize(vector): + norm = np.linalg.norm(vector) + if norm == 0: + return vector + return vector / norm + +def saveToJson(): + with open(output_file, 'w') as f: + json.dump(embeddings, f, indent=4) + print("Successfully created JSON file.") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/process_video.py b/process_video.py new file mode 100644 index 0000000..66f52f7 --- /dev/null +++ b/process_video.py @@ -0,0 +1,117 @@ +import os +import subprocess +import re +import shutil + +def convert_video(video_path, output_path): + print(f"Converting video, {video_path}") + + # Codec that works with openframeworks! + + command = [ + "ffmpeg", + "-i", video_path, # Input file + "-c:v", "libx264", # Video codec + "-profile:v", "high", # Video profile + "-c:a", "copy", # Copy audio without re-encoding + output_path # Output file + ] + + results = subprocess.run(command, stderr=subprocess.PIPE, text=True) + output = results.stderr + + print(f"Video converted {output}") + +def get_frame_rate(video_path): + """ + Get the frame rate of a video file using ffmpeg. + """ + command = [ + 'ffmpeg', + '-i', video_path, + '-vcodec', 'png', + '-f', 'null', + '-' + ] + + result = subprocess.run(command, stderr=subprocess.PIPE, text=True) + output = result.stderr + + match = re.search(r'(\d+(\.\d+)?) fps', output) + if match: + return float(match.group(1)) + else: + raise ValueError("Frame rate not found in video information.") + +def extract_frames_from_video(video_path, output_folder): + """ + Extract frames from a video file at 1 fps. + """ + os.makedirs(output_folder, exist_ok=True) + + command = [ + 'ffmpeg', + '-i', video_path, # Input file + '-vf', 'fps=1/10', # Extract 1 frame per second + '-vsync', 'vfr', # Variable frame rate + os.path.join(output_folder, 'frame_%09d.png') # Output pattern + ] + + subprocess.run(command, check=True) + +def rename_frames(output_folder, frame_rate): + """ + Rename the extracted frames to match their original frame numbers. + """ + frame_files = sorted(f for f in os.listdir(output_folder) if f.startswith('frame_') and f.endswith('.png')) + for i, filename in enumerate(frame_files): + # Calculate the original frame number + original_frame_number = int(i * frame_rate) + + # Create the new filename with the original frame number + new_filename = f"{original_frame_number:09d}.png" + os.rename( + os.path.join(output_folder, filename), + os.path.join(output_folder, new_filename) + ) + +def process_videos_in_folder(folder_path): + """ + Process all video files in the specified folder and extract frames from each video. + """ + for filename in os.listdir(folder_path): + if filename.lower().endswith(('.mp4', '.avi', '.mov', '.mkv', '.flv')): + + video_path = os.path.join(folder_path, filename) + + output_folder = os.path.join(folder_path, os.path.splitext(filename)[0]) # Create a folder for each video + + # New location for .mp4 + video_copy_location = os.path.join(output_folder, filename) + + # Create frames folder + frames_folder = os.path.join(output_folder, "frames") + + if not os.path.exists(output_folder): + os.mkdir(output_folder) + + if not os.path.exists(frames_folder): + os.mkdir(frames_folder) + + print(f'Processing video: {video_path}') + + try: + #convert_video(video_path, video_copy_location) + frame_rate = get_frame_rate(video_path) + print(f'Original frame rate: {frame_rate} fps') + extract_frames_from_video(video_path, frames_folder) + rename_frames(frames_folder, frame_rate) + print(f'Frames saved and renamed to: {frames_folder}') + except ValueError as e: + print(f'Error processing video {video_path}: {e}') + +if __name__ == "__main__": + # Path to the folder containing videos + folder_path = 'main_dataset' + + process_videos_in_folder(folder_path) diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..209d89d --- /dev/null +++ b/requirements.txt @@ -0,0 +1,74 @@ +absl-py==2.1.0 +astunparse==1.6.3 +beautifulsoup4==4.12.3 +blinker==1.8.2 +certifi==2024.7.4 +charset-normalizer==3.3.2 +click==8.1.7 +deepface==0.0.93 +filelock==3.15.4 +fire==0.6.0 +Flask==3.0.3 +Flask-Cors==5.0.0 +flatbuffers==24.3.25 +gast==0.6.0 +gdown==5.2.0 +google-pasta==0.2.0 +grpcio==1.65.4 +gunicorn==23.0.0 +h5py==3.11.0 +idna==3.7 +importlib_metadata==8.2.0 +itsdangerous==2.2.0 +Jinja2==3.1.4 +keras==3.5.0 +libclang==18.1.1 +Markdown==3.6 +markdown-it-py==3.0.0 +MarkupSafe==2.1.5 +mdurl==0.1.2 +ml-dtypes==0.4.0 +mtcnn==0.1.1 +namex==0.0.8 +numpy==1.26.4 +nvidia-cublas-cu12==12.3.4.1 +nvidia-cuda-cupti-cu12==12.3.101 +nvidia-cuda-nvcc-cu12==12.3.107 +nvidia-cuda-nvrtc-cu12==12.3.107 +nvidia-cuda-runtime-cu12==12.3.101 +nvidia-cudnn-cu12==8.9.7.29 +nvidia-cufft-cu12==11.0.12.1 +nvidia-curand-cu12==10.3.4.107 +nvidia-cusolver-cu12==11.5.4.101 +nvidia-cusparse-cu12==12.2.0.103 +nvidia-nccl-cu12==2.19.3 +nvidia-nvjitlink-cu12==12.3.101 +opencv-python==4.10.0.84 +opt-einsum==3.3.0 +optree==0.12.1 +packaging==24.1 +pandas==2.2.2 +pillow==10.4.0 +protobuf==4.25.4 +Pygments==2.18.0 +PySocks==1.7.1 +python-dateutil==2.9.0.post0 +pytz==2024.1 +requests==2.32.3 +retina-face==0.0.17 +rich==13.7.1 +six==1.16.0 +soupsieve==2.6 +tensorboard==2.17.1 +tensorboard-data-server==0.7.2 +tensorflow==2.17.0 +tensorflow-io-gcs-filesystem==0.37.1 +termcolor==2.4.0 +tf_keras==2.17.0 +tqdm==4.66.5 +typing_extensions==4.12.2 +tzdata==2024.1 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