MAster assignment
Identifying Images in Audio-Based Image Recognition
Type: Master CS
Period: Start date: as soon as possible
Student: Unassigned
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Description: The goal of this research is to develop a novel algorithm for finding and identifying images that are concealed within audio waves. To extract and evaluate visual data included within audio recordings, the research will investigate at least 3 signal processing methods, machine learning, and computer vision algorithms. To accurately recognize images from audio data, methodologies for feature extraction, pattern recognition, and deep learning will be examined. The project's real-world applications include multimedia authentication, content filtering, and forensic analysis.
Requirements:
- Understanding of Steganography and Steganalysis algorithms
- Processing of Audio dataset and Image dataset (diverse collection)
- Basic knowledge of machine learning models
- Proficiency in Python or MATLAB
- Knowledge of Image Processing Libraries (OpenCV), Machine Learning Libraries (TensorFlow), and Audio Signal Processing Libraries (PyAudio).