嚙踝蕭嚙磕嚙踝蕭嚙磋嚙瞑嚙緘嚙箠嚙賞換
Time-Frequency Analysis and Wavelet Transform
嚙蝓課者：嚙畿嚙諍改蕭
嚙瑾
嚙磕嚙課地嚙瘢嚙瘦嚙踝蕭嚙瘤嚙稽 231 嚙踝蕭 (嚙磕嚙課影嚙踝蕭嚙稽嚙瞇嚙踝蕭b NTU Cool 嚙磕 http://cool.ntu.edu.tw)
嚙磕嚙課時塚蕭嚙瘦嚙瞑嚙踝蕭嚙罵嚙磕嚙踝蕭 9 : 10 ~ 12 : 10
嚙磕嚙課賂蕭①G嚙踝蕭嚙緬 (嚙請大嚙窮嚙箭嚙瘠嚙篇嚙磕嚙課前嚙璀嚙諉這嚙諉綽蕭嚙踝蕭嚙踝蕭W嚙踝蕭嚙踝蕭嚙緬嚙瘠嚙盤嚙緯)
Office嚙瘦 嚙踝蕭嚙瘤嚙稽723嚙踝蕭, TEL嚙瘦 33669652
Office hour嚙瘦 嚙篇嚙瑾嚙豌週嚙踝蕭嚙磊嚙褓喉蕭嚙箠嚙瘡嚙諉改蕭嚙� 嚙璀嚙諸師嚙踝蕭 E-mail: [email protected]
嚙瑾嚙羯繳嚙踝蕭閬∴蕭G嚙誕伐蕭 NTU Cool 嚙踝蕭q嚙締嚙踝蕭 http://cool.ntu.edu.tw
嚙磊嚙請：嚙瘢嚙瘟嚙踝蕭嚙璀嚙踝蕭嚙窮嚙緣嚙璀嚙踟景莎蕭嚙璀嚙蝓杰嚙踝蕭嚙璀嚙箠嚙衝，嚙踝蕭嚙瞑嚙踝蕭
嚙瑾
嚙瑾
嚙瑾嚙畿嚙磕嚙踝蕭嚙踝蕭嚙緬嚙磊嚙踝蕭嚙瞎嚙踝蕭
嚙磕嚙課賂蕭嚙�(1) ...........PDF..............demo1...........demo2
嚙磕嚙課賂蕭嚙�(2) ...........PDF..............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(1)(pages 1-82)
嚙磕嚙課賂蕭嚙�(3) ............PDF ............Homework 1 (due: 9/25)...........PDF
嚙磕嚙課賂蕭嚙�(4) ............PDF............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(2)(pages 83-139)
嚙磕嚙課賂蕭嚙�(5) ............PDF.............Homework 2 (due: 10/16)...........PDF
嚙磕嚙課賂蕭嚙�(6) ............PDF.............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(3)(pages 140-208)
嚙磕嚙課賂蕭嚙�(7) ............PDF
嚙磕嚙課賂蕭嚙�(8) ............PDF...............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(4)(pages 209-273)
嚙磕嚙課賂蕭嚙�(9) ............PDF...............Homework 3 (due: 11/13)...........PDF...........嚙踝蕭嚙調哨蕭嚙踝蕭
嚙磕嚙課賂蕭嚙�(11) ...........PDF..............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(5)(pages 274-338)
嚙磕嚙課賂蕭嚙�(12) ...........PDF..............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(6)(pages 339-370)
嚙磕嚙課賂蕭嚙�(13) ...........PDF..............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(7)(pages 371-458)
嚙磕嚙課賂蕭嚙�(14)............PDF..............Homework 4 (due: 12/04)...........PDF..............嚙磕嚙課蛛蕭嚙瞌嚙踝蕭(8)(pages 459-545) (new)
嚙磕嚙課賂蕭嚙�(15)............PDF..............Homework 5 (due: 12/25) (new)...........PDF (new)
嚙瑾
嚙篆嚙磐嚙踝蕭嚙箠嚙瞎嚙踝蕭
(嚙衝一嚙踝蕭)嚙踝蕭嚙磕嚙踝蕭嚙磋嚙瞑嚙緘嚙箠嚙賞換嚙箭嚙賠電嚙誕上嚙踝蕭嚙踝蕭嚙踝蕭.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝二嚙踝蕭)High and Low Frequency Region Separation Method for Adaptive Image Expansion.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝三嚙踝蕭)Time-frequency Analysis in Generative AI.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝四嚙踝蕭)嚙踝蕭嚙緘嚙箠嚙緣嚙踝蕭嚙踝蕭嚙磐嚙踝蕭嚙踝蕭嚙踝蕭嚙緞嚙踝蕭嚙踝蕭嚙磐嚙踝蕭k.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝歹蕭嚙踝蕭)From Blurry to Sharp the Reassignment Method & Synchrosqueezing Transform.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝歹蕭嚙踝蕭)Gabor Wigner Transform.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝七嚙踝蕭)Fractional Fourier Transform for Filter Design.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝八嚙踝蕭)嚙諄殷蕭嚙磕嚙踝蕭嚙磋嚙篆嚙緣嚙論莎蕭嚙誼湛蕭 Deepfake 嚙緙嚙踝蕭.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝九嚙踝蕭)Automated Detection of Dolphin Whistles with Convolutional Networks and Transfer Learning.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝十嚙踝蕭)WaveSP-Net: Learnable Wavelet-Domain Sparse Prompt Tuning For Speech Deepfake Detection.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
(嚙衝十嚙瑾嚙踝蕭)Entropy-Based Adaptive Gabor Time-Frequency Analysis.............嚙踝蕭嚙箠嚙踝蕭v嚙踝蕭
嚙瑾
嚙瑾
嚙瑾
嚙踝蕭嚙箠嚙瘦嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭i
(1)(2) 嚙諸哨蕭嚙踝蕭嚙箠嚙瞎 Tutorials 嚙課在12嚙踝蕭25嚙賡之嚙箴嚙璀嚙褒伐蕭 NTUCool 繳嚙踝蕭
嚙瑾嚙踝蕭悜嚙踝蕭嚙踝蕭i嚙踝蕭嚙稷嚙踝蕭狴i嚙璀嚙箠嚙踝蕭 Word 嚙褕抬蕭 PDF
嚙褕，嚙豌歹蕭10嚙踝蕭嚙璀嚙豌歹蕭 8 嚙踝蕭 equations 嚙瘡嚙磕
Tutorials 嚙豌歹蕭17嚙踝蕭嚙璀嚙緯嚙踝蕭i嚙編嚙質的嚙褕殷蕭(Word 嚙褕或是 Latex 嚙踝蕭l嚙褕，嚙踝蕭嚙箠嚙踝蕭嚙踝蕭嚙踝蕭 PDF 嚙踝蕭)
(3) 嚙磐嚙瞑嚙褒選蕭雂f嚙磐嚙踝蕭嚙箠嚙踝蕭嚙質式嚙璀嚙請在12嚙踝蕭18嚙賡之嚙箴嚙璀嚙瞇嚙踝蕭v嚙踝蕭嚙瘡嚙諄喉蕭嚙箠嚙緞嚙踝蕭嚙踝蕭嚙編嚙踝蕭嚙瘡嚙踝蕭嚙諸師
(4) 嚙磐嚙瞑嚙褒湛蕭嚙踝蕭嚙踝蕭嚙箠嚙緯嚙衝剁蕭嚙編嚙踝蕭 Wikipedia 嚙踝蕭嚙踝蕭荓嚙踝蕭嚙�
嚙踝蕭嚙質式
嚙箠嚙瘡嚙箭12嚙踝蕭11嚙賡之嚙箴嚙踝蕭嚙碾嚙諸師嚙緯嚙瞌
嚙編嚙踝蕭 Wikipedia 嚙踝蕭嚙瞑嚙褒，嚙緯嚙瞇嚙編嚙質的 Wikipedia 嚙踝蕭嚙踝蕭嚙編嚙踝蕭嚙箭12嚙踝蕭25嚙賡之嚙箴嚙瘡嚙踝蕭嚙諸師
(5) 嚙盤嚙論選蕭峟嚙踝蕭堣閬∴蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙箠嚙璀嚙磐嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭A嚙稽嚙踝蕭繳嚙踝蕭{嚙踝蕭嚙碼(嚙瘩嚙篌嚙踝蕭)嚙璀嚙罵嚙踝蕭嚙畿嚙羯嚙踝蕭嚙稼嚙踝蕭
嚙瑾
嚙瘦嚙畿Tutorials 嚙瞎嚙踝蕭
(Part 1: Time Frequency Analysis)
Gabor Feature and its Applications
Recent Development of the S Transform (2014)
Recent Development of the S Transform (2016)
Polynomial Wigner-Ville Distributions
Prolate Spheroidal Wave Functions
Recent Development of Prolate Spheroidal Wave Functions
A Novel Time-Frequency Analysis Method
Fast Algorithm for Time Frequency Analysis
Adaptive Short-Time Fourier Transform
Window Size Selection for STFT
Multiple-window Time-Frequency Analysis Methods
Quasi Periodic, Pseudo Periodic, and Almost Periodic Functions
Ridge Analysis for Fundamental Frequency Estimation
Higher Order Synchrosqueezing Transform
Data Driven Time-Frequency Analysis
Learnable Time-Frequency Representation
(Part 2: Vocal Signal Analysis by Time Frequency Analysis)
Time-Frequency Analysis for Music Signal Analysis
Time-Frequency Analysis for Musical Instrument Classification
Time-Frequency Analysis for Doppler Ultrasound Signals
Time Frequency Analysis for Acoustics (1)
Time Frequency Analysis for Acoustics (2)
Sound Recognition Using Time-Frequency Features
Time Frequency Analysis for Chinese Tone Identification
Time-frequency Analysis for Vocal Signal Compression
Time Frequency Analysis for Voiceprint Recognition
Musical Instrument Identification Using Harmonic Overtone Approach
Time-frequency Analysis for Underwater Acoustic
Time-frequency Analysis for Blind Signal Separation
Learning-Based Speech Analysis in the Time-Frequency Domain
Computation Perception Auditory Structure
Speaker Identification Using Time Frequency Analysis
Chromagram for Music Signal Analysis
嚙瑾
(Part 3: Medical Signal Processing Using Time Frequency Analysis)
Time-Frequency Analysis for for EMG signals
Time-Frequency Analysis for Biomedical Engineering
Time-Frequency Analysis for ECG signals
Time-Frequency Analysis for ECG signals (2017)
嚙諄於腦電嚙誕訊嚙踝蕭嚙踝蕭嚙踝蕭嚙磕嚙賞換嚙踝蕭嚙磋嚙瘦嚙瘡嚙緹嚙踝蕭嚙踝蕭嚙篇嚙踝蕭嚙褐汁屠ddball嚙踝蕭嚙賜為嚙踝蕭
Time-Frequency Analysis for Tremor Analysis in Parkinson's Disease
Tremor Analysis in the Time Frequency Plane
嚙瑾
(Part 4: Other Applications of Time Frequency Analysis)
Time-Frequency Analysis for Seismology (1)
Time-Frequency Analysis for Seismology (2)
Time Frequency Analysis for Accelerometer Signals
Time Frequency Analysis for Radar Image Processing
Time-frequency Analysis for Signal Communication
Time-Frequency Analysis for Machine Fault Detection
Time-Frequency Analysis for Seismology
Learning Based Bearing Fault Diagnosis in the Time-Frequency Domain
Vibration Analysis Using Time-Frequency Analysis
Chirp Radar for Distance Measurement
Applications of Time-Frequency Analysis in Financial Market
Prediction Techniques Using Time Frequency Analysis
Weiner Filter in the Time Frequency Plane
Time-Frequency Analysis for Filter Design
Time Frequency Analysis for Sampling
Frequency Modulated Continuous Wave (FMCW) Radar
嚙瑾
(Part 5: Wavelet Transforms)
Haar Transform and Its Applications
Directional Wavelet Transform_Curvelet
Directional Wavelet Transform_Shearlet
Directional Wavelet Transform_Contourlet
Lifting Scheme for Wavelet Transforms
Recent Development of Wavelet Transforms
Multichannel Wavelet Transforms
Dual Tree Complex Wavelet Transforms
嚙瑾
(Part 6: Applications of Wavelets for Image and Video Processing)
Discrete Wavelet Transform for JPEG2000
Tier 1 and Tier 2 for JPEG2000
Enhanced Compression Wavelet Image Format
JPEG2000 嚙瘡嚙羯嚙踝蕭嚙緘嚙箠嚙賞換嚙緞嚙踝蕭嚙踝蕭嚙磐嚙豬術
Wavelet for Pattern Recognition
Wavelet for Fingerprint Matching
Wavelet for Image Denoising (1)
Wavelet for Image Denoising (2)
Wavelet Transform for Video Analysis
Haar Transforms for Feature Extraction
Super-resolution Using Wavelet Transforms
Texture Analysis Using Wavelet Transforms
Haar-Like Features for Object Identification
Deep Wavelet Network for Image Dehazing and Denoising Applications
Wavelet Transforms for Face Detection
Shearlet for Facial Expression Recognition
嚙瑾
(Part 7: Other Applications of the Wavelet Transform)
嚙緘嚙箠嚙賞換嚙踝蕭葙q嚙誕歹蕭嚙磋嚙諄賂蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙磕嚙踝蕭嚙踝蕭嚙踝蕭
嚙緘嚙箠嚙賞換嚙畿EMD嚙踝蕭嚙踝蕭k嚙踝蕭芠z嚙確嚙踝蕭嚙箴嚙畿嚙緲嚙踝蕭嚙衝荔蕭嚙踝蕭R
EEG Analysis Using Wavelet Transforms
Magnetic Resonance Imaging Analysis Using Wavelet Tramsforms
Damage Detection via Wavelet Transform
Wavelet for Music Signal Analysis (1)
Wavelet for Music Signal Analysis (2)
Wavelet for Biomedical Signal Processing
Wavelet Analysis for Accelerometer Signals
Fetal ECG Extraction and Fiducial Points Detection by Haar Wavelet Transforms
Independent Component Analysis Using Wavelet Transforms
Wavelet Transforms for Photoplethysmographic (PPG) Signal Analysis
Wavelet Analysis of Financial Variables
Prediction Models Using Wavelet Transforms
嚙瑾
(Part 8: Hilbert Huang Transform)
Hilbert Huang Transform for Climate Analysis
Hilbert Huang Transform for Acoustics
Recent Development of the Hilbert-Huang Transform
Economic Data Analysis by Hilbert Huang Transforms
Hilbert-Huang Transform for Geology
Hilbert-Huang Transform for Spectral Doppler
Hilbert-Huang Transform for Image Processing
Hilbert-Huang Transform for Biomedical Signal Processing
Hilbert Huang Transform for Denoising
Hilbert-Huang Transform for Speech Application
Two-Dimensional Hilbert-Huang Transform
Hilbert Huang Transform for EMG Signal Processing
Prediction Techniques Using Hilbert-Huang Transforms
Variational Mode Decomposition
嚙瑾
(Part 9: Fractional Fourier Transform)
Fractional Fourier Transform for Filter Design (1)
Fractional Fourier Transform for Filter Design (2)
Linear Canonical Transform for Optical System Analysis
Recent Development of the Fractional Fourier Transform
Recent Development of the Linear Canonical Transform
Fractional Fourier Transform for Random Process Signal Analysis
Prediction Techniques Using Hilbert-Huang Transforms
Linear Canonical Transform with Complex Parameters
Local Polynomial Fourier Transform
嚙瑾
(Part 10: Neural Network Using Time-Frequency Analysis or Wavelet Transforms)
Convolutional Neural Network in the Time-Frequency Plane
Artificial Neural Network Analysis in the Time-Frequency Plane
Wavelet Integrated Neural Networks
Contourlet Convolutional Neural Networks
Wavelet Pooling in Convolutional Neural Networks
嚙瑾
(Part 11: Compressive Sensing)
Matching Pursuit for Compressed Sensing
Basis Pursuit for Compressed Sensing
Compressive Sensing for Radar Imaging
Compressive Sensing for Communication
Recent Development of Compressive Sensing
Sparse Coding Using Compressive Sensing
Sparse Time Frequency Representations
嚙瑾
嚙瑾
嚙瑾
嚙確嚙畿嚙踝蕭嚙踝蕭嚙質式嚙瞎
嚙踝蕭嚙褕歹蕭嚙踝蕭: 15 scores
嚙踩本歹蕭11嚙踝蕭嚙璀嚙磊嚙踝蕭P嚙褒皆可嚙踝蕭嚙踝蕭
嚙緣嚙羯嚙璀嚙誹橘蕭 嚙畿嚙羯嚙踝蕭嚙瘩嚙踝蕭嚙稷嚙踝蕭嚙諉加嚙踝蕭
(5 times, 嚙瘠 3 嚙篇嚙瑾嚙踝蕭)
(嚙請自己嚙篇嚙璀
嚙磐嚙瞎嚙瞑嚙褒作嚙羯嚙踝蕭嚙諛近有改蕭襲嚙踝蕭嚙踝蕭嚙璀嚙諄是嚙踝蕭嚙論依選蕭AI嚙畿嚙磅嚙踝蕭嚙諛己嚙踝蕭嚙複，嚙瞇嚙踝蕭
70% 嚙踝蕭嚙踝蕭嚙複，
嚙瞇嚙踝蕭g嚙踝蕭嚙踝蕭嚙緯嚙緯嚙篇嚙稽嚙罵嚙踝蕭 40~95% 嚙踝蕭嚙踝蕭嚙複，
嚙踝蕭嚙踝蕭嚙複伐蕭
8 嚙踝蕭A嚙踝蕭嚙賣不嚙踝蕭嚙踝蕭嚙瘠嚙踝蕭嚙踝蕭嚙瘩嚙緘嚙踝蕭g嚙璀嚙箠嚙踝蕭 E-mail 嚙瞎嚙踝蕭嚙緘嚙踝蕭嚙璀嚙諄抬蕭W嚙課時發嚙踝蕭)
嚙瑾
Term paper 25 scores
嚙質式嚙踝蕭 嚙踝蕭嚙踝蕭
(1) 嚙諸哨蕭嚙踝蕭嚙箠 (10嚙踝蕭嚙瘡嚙磕(嚙踝蕭嚙緣嚙褊哨蕭)嚙璀嚙踝蕭嚙稷嚙踝蕭狴i嚙璀11嚙踝蕭12嚙踝蕭嚙緝嚙踝蕭A嚙瘩嚙諍可嚙踝蕭靬M嚙課程嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭@嚙諉主嚙瘩嚙璀嚙賣式嚙瞎嚙瑾嚙踝蕭g嚙踝蕭嚙稿嚙論歹蕭庥茬掑h嚙論歹蕭萓P嚙璀嚙稽嚙璀 abstract, conclusion, 嚙踝蕭 references嚙璀嚙豌歹蕭8嚙踝蕭 equations嚙璀嚙衛且嚙緯嚙踝蕭 sections嚙璀嚙踝蕭嚙緯嚙褕佗蕭subsections嚙瘠 )
(2) Tutorial (嚙瞎嚙諸哨蕭嚙踝蕭嚙箠嚙賣式嚙諛同嚙璀嚙踝蕭18嚙踝蕭嚙瘡嚙磕嚙璀嚙瘩嚙諍由老師嚙踝蕭嚙緩嚙璀嚙瘡嚙瞎嚙踝蕭嚙踝蕭嚙踝蕭嚙請一嚙諉主嚙瘩嚙踝蕭嚙踩本瘀蕭嚙踝蕭嚙瞎嚙踝蕭嚙諄穿蕭嚙緯嚙瘩嚙璀嚙踝蕭亶o嚙諉塚蕭嚙諍迎蕭嚙瞑嚙褒，嚙褒湛蕭嚙踝蕭嚙稿嚙稼 4嚙踝蕭)
(3) 嚙篆嚙磐嚙踝蕭嚙箠 (嚙踝蕭10嚙諉人嚙璀嚙瘠嚙諉人 30~40嚙踝蕭嚙踝蕭嚙璀 嚙瞇嚙踝蕭嚙箠嚙踝蕭嚙緞嚙踝蕭嚙瞎嚙踝蕭v嚙踝蕭嚙瘡嚙踝蕭嚙諸師嚙璀嚙踝蕭嚙論課迎蕭嚙瞑嚙褒哨蕭嚙稼嚙豎，嚙褒湛蕭嚙踝蕭嚙稿嚙稼 2嚙踝蕭)
(4) 嚙編嚙踝蕭 Wikipedia (嚙踝蕭嚙踝蕭峟^嚙踝蕭嚙踝蕭嚙踝蕭狴i嚙璀嚙豌歹蕭 2 嚙諉梧蕭嚙諍，嚙踝蕭嚙踝蕭嚙箠嚙瞑嚙瑾嚙踝蕭嚙踝蕭翻嚙踝蕭嚙踝蕭嚙踝蕭M嚙稷嚙踝蕭C嚙踝蕭嚙瞎嚙課程嚙踝蕭嚙踝蕭嚙諒，嚙諛由發嚙踝蕭嚙璀嚙碾嚙踝蕭嚙踝蕭嚙緲嚙畿嚙踝蕭嚙緣嚙諄迎蕭嚙碾嚙緯)
嚙瘡嚙磕嚙磐嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭嚙踝蕭A嚙請迎蕭嚙磕嚙緹嚙踝蕭嚙碼嚙璀嚙罵嚙踝蕭嚙畿嚙羯嚙踝蕭嚙稼嚙踝蕭 (嚙踝蕭嚙緙嚙踝蕭嚙篌嚙踝蕭)
嚙瑾
嚙罵嚙畿嚙踝蕭嚙誼參考殷蕭嚙緙嚙瘦
嚙瞑 S. Qian and D. Chen, Joint Time-Frequency Analysis: Methods and Applications, Prentice-Hall, 1996.
嚙瞑 S. Mallat, A Wavelet Tour of Signal Processing: The Sparse Way, Academic Press, 3rd edition, 2009.
嚙瞑 L. Cohen, Time-Frequency Analysis, Prentice-Hall, New York, 1995.
嚙瞑 K. Grochenig, Foundations of Time-Frequency Analysis, Birkhauser, Boston, 2001.
嚙瞑 L. Debnath, Wavelet Transforms and Time-Frequency Signal Analysis, Birkhäuser, Boston, 2001.
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