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Multimedia Content Analysis
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Flashcards
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Scene Understanding
Techniques: Semantic Segmentation, Depth Estimation. Applications: Robotics navigation, Augmented reality.
Facial Analysis
Techniques: Facial Recognition Technology, Expression Analysis. Applications: Security systems, Emotion Detection.
Color Analysis
Techniques: Histogram Equalization, Color Space Transformations. Applications: Image Enhancement, Feature Detection.
Image Classification
Techniques: Support Vector Machines (SVM), Transfer Learning. Applications: Photo organization, Disease diagnosis from medical images.
Texture Analysis
Techniques: Gray-Level Co-occurrence Matrix (GLCM), Fourier Transforms. Applications: Material Inspection, Biomedical Imaging.
Audio Analysis
Techniques: Mel-frequency Cepstral Coefficients (MFCC), Beat Detection. Applications: Music Information Retrieval, Speech Recognition.
Pattern Recognition
Techniques: Hidden Markov Models, Neural Networks. Applications: Handwriting Recognition, Stock Market Analysis.
Content Retrieval
Techniques: Indexing, Query Processing. Applications: Search engines, Media library management.
Video Summarization
Techniques: Keyframe Extraction, Shot Boundary Detection. Applications: Quick browsing, Highlight creation.
Object Recognition
Techniques: Convolutional Neural Networks (CNNs), Feature Matching. Applications: Surveillance, Automated Vehicle Systems.
Motion Analysis
Techniques: Optical Flow, Background Subtraction. Applications: Video Surveillance, Sports Analysis.
Gesture Analysis
Techniques: Skeletal Tracking, Dynamic Time Warping. Applications: Human-Computer Interaction, Sign Language Recognition.
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