高等數位訊號處理

(1) 若選擇書面報告，篇幅 10頁以上 (不含封面和目錄)，交Word 或PDF 檔皆可

(2) 若選擇 Tutorial，篇幅 18頁以上 (不含封面和目錄)，要交 Word 檔或 Latex 原始碼，不可只交 PDF 檔

(3) 若選擇口頭報告，要在6月4日以前將影片錄好，並且將影片(或連結)寄給老師，並附上口頭報告的投影片，以供同學們參考

(4) 若選擇編輯 Wikipedia，要將條目的連結寄給老師
註：

(i) 選擇 (1)-(4) 的方式的同學，若有做程式模擬，也可以將程式碼交上來，會有額外的加分

(鼓勵但非必要)

(ii) 選擇 (1), (2), (4) 的方式的同學，期末報告繳交期限為6月11日

公告：

(1) 目前口頭報告，tutorials 名額皆已滿

若要編輯維基百科，請先向老師登記並且告知要編輯的兩個條目

(2) 關於作業程式題，請注意 (i) 要交 *.m 或 *.py 檔

(ii) 一般題目的答案，和程式碼應該要分成兩個檔案交，不宜用壓縮檔，以方便助教批改

(3) 上課影片可以由 NTU Cool 下載

(4) 上課問答題目就在影片中，學號尾數不同的要回答的問題也不同

上課問答的答案，請依學號寫在作業的最後面

Tutorials 專區

(Part 1: Signal Processing Theories)

Non-Linear Time Variant System Analysis

Structural Similarity

Independent Component Analysis

Singular Value Decomposition (SVD)

Graph Signal Processing

Graph Fourier Transform

Golden-section Search and Fibonacci Search

Quantum Signal Processing

Fuzzy Logic in Signal Processing

Signal Processing for Big Data

Bargmann Transform

Gaussian Mixture Model

Hidden Markov Model

Sparse Representation

Renyi Entropy

(Part 2: Filter Design)

Notch Filter

Weiner Filter

Adaptive Filter Algorithm and Application

Bilateral Filter

Recent Development of Filter Design

Image Enhancement, Denoising, and Rain Removal

Kalman Filter

Particle Filter

Nonlinear Filter

Hamming and Hanning Filter

Hamming and Hanning Filter (1)

Guided Filter

Butterworth and Chebyshev Filters

Lattice Filter

Learning Based Filters

Phase Noise Estimation Technique

Learning-Based Signal Denoising

(Part 3: Compression)

JPEG for Still Image Compression

JPEG Decoder

Image Compression

Recent Development of Image Compression

Video Compression

Recent Development of Video Compression

H.264 Basic Architecture

JPEG2000(1)

JPEG2000(2)

Sound Signal Compression

Music Signal Compression

Text Compression

Arithmetic Coding

JBIG and Binary Image Compression

Medical Image Compression

Lossless Image Compression

Electrocardiogram Signal Compression

H.265 Video Compression Architecture

AV1 Video Coding

MP3 for Vocal Signal Compression

Sparse Coding and Dictionary Learning

Learning Based Image Compression Techniques

Learning Based Video Compression

High Efficiency Video Coding (HEVC)

Karhunen-Loeve Transform (KLT)

(Part 4: Music and Speech)

Automatic Music Genre Classification

Speech Analysis by Mel-Cepstrum

Music Emotion Recognition(1)

Music Emotion Recognition(2)

Query by Humming System(1)

Query by Humming System(2)

Tone Analysis

Mel-Frequency Cepstrum

Speaker Recognition

Speech Recognition in Multi-Speaker Scenario

Speech Emotion Recognition

Blind Source Separation

Natural Language Processing and Speech Processing

Mamba Model for Speech Analysis

Distance Estimation for Sound Source

Echo Cancellation

Bioacoustics

Hearing Aid System

Hearing-Aid Speech Quality Index (HASQI)

Audio Event Detection

Transformer Models for Audio Signal Analysis

Transformer in Natural Language Processing

Automatic Music Evaluation

Brain-to-Speech Technologies

Large Language Model (LLM)

(Part 5: Optimization and Machine Learning)

Support Vector Machine

Vector Quantization

Neural Network

Optimization for L0 Norm Problems

Maximum Likelihood Estimation

Low Rank Approximation

Alternating Direction Method of Multipliers (ADMM)

Multi-Modality Models

Anomaly Detection

Green Learning

Mamba Model for Image Processing

Knowledge Distillation

(Part 6: Pattern Recognition)

Facial Expression Recognition

Face Recognition

Face Recognition(2016)

Face Detection and Adaboost

Occluded Face Recognition

Compressive Sensing for Pattern Recognition

Character Identification

Motion Recognition

Finger Tracking and Its Applications

Object Tracing for Videos

Vehicle Sensing and Tracking

(Part 7: Image Quality Improvement)

Image Deblurring

Image Denoising

BM3D Image Denoising Method

Rain Removal for Images

Reflection Removal in Image

Damaged Signal Recovery

Sharpness Measurement for Images

Noise Estimation in Image Processing

Image Quality Assessment

(Part 8: Image Processing)

Color Coordinate Transformation

Light Field Camera

半色調影像處理

Saliency Map

Region of Interest Extraction

Structural Similarity

Scaling Invariant Feature Transform (SIFT)

Speeded-up Robust Feature (SURF) Points

Image Segmentation Using Superpixels

Video Segmentation Using Supervoxels

Graph Cut for Images

Snake Algorithm for Image Segmentation

Semantic Segmentation

Instance and Panoptic Segmentation

SAR Image Processing

Stereoscopic Image Processing

Hyperspectral Image Analysis

Satellite Image Processing

Image Fusion

Image Stitching

Augmented Reality

Application of Electrooculogram in Virtual Reality (VR)

Super Resolution

Learning Based Superresolution

Image Registration

Image Inpainting

Topology

Transformer Models for Image Processing

(Part 9: Fast Algorithm)

Integer Cosine Transform

Fast Algorithm for DCT(1)

Fast Algorithm for DCT(2)

Winograd FFT Algorithm

(Part 10: Integer Transform and Number Theoretic Transform)

Integer Transform

Jacket Transform

Fermat and Mersenne Numbers

Chinese Remainder Theorem

Galois Fields

Primitive Polynomial

(Part 11: Communication)

Multiple-Input and Multiple-Output System Analysis

Modern OFDM Techniques

CDMA

Pseudo CDMA

Recent Development of CDMA

Multiple Signal Classification (MUSIC)

Target Localization Technique

Machine Learning in Wireless Communication

Massive MIMO Systems (1)

Massive MIMO Systems (2)

Universal Filtered Multi-Carrier Techniques

Beamforming

Semantic Communication

(Part 12: Medical Signal Processing and Medical Image Processing)

EMG(肌電圖) Signal Analysis

DSP for Electrocardiography Analysis

Signal Processing for Electroencephalography

DSP for DNA Sequence Analysis

Dynamic Programming for Sequence Alignment

Assistive Technology for Color Blindness

Magnet Resonance Imaging and Analysis(1)

Magnet Resonance Imaging and Analysis(2)

Signal Processing for Healthcare

Photoacoustic Imaging

Photoplethysmography (PPG)

Electroretinogram (視網膜電圖)

(Part 13: Other Applications of Digital Signal Processing)

Cryptography(1)

Cryptography(2)

Multimedia Security

Advanced Multimedia Security Techniques

3-D Accelerometer Signal Analysis

Doppler Ultrasound Signal Analysis

Data Prediction

Data Clustering

Inference Engine

Signal Processing for Economical Data Analysis

Learning Based Prediction Techniques

Autoregressive Integrated Moving Average

Financial Signal Processing

Recent Advance in Fintech

Remote Sensing Techniques

Millimeter Wave Radar Systems

Lidar

3D Point Cloud

Signal Processing Techniques in Metaverse

評分方式：

平時分數: 15 scores

基本分12分，各位同學皆可拿到

另外再根據上課回答問題加分(依學號，寫在作業上)，答對一次加 0.8 分

Homework: 60 scores

(5 times, 每 3 週一次，第 3n+1 週出作業，第 3n+3 週交作業)

(請自己寫，和同學內容相同，將扣 70% 的分數，就算寫錯但好好寫也會給 40~95% 的分數，
遲交分數打 8 折，不交不給分。不知道如何寫，可用 E-mail 和我聯絡，或於上課時發問)

Term paper 25 scores

方式有五種

(1) 書面報告 (10頁以上(不含封面)，中英文皆可，11或12的字體，題目可選擇和課程有關的任何一個主題
格式和一般寫期刊論文或碩博士論文相同，包括 abstract, conclusion, 及 references，
並且要分 sections，必要時有subsections。 References 的寫法, 可參照一般 IEEE 的論文的寫法 )

(2) Tutorial (和書面報告格式相同，但18頁以上，題目由老師指定，以清楚的介紹一個主題的基本概念和應用為要求，
選擇這個項目的同學，學期成績加 3 分)

(3) 口頭報告 (限五個人，每個人 15~40分鐘，題目可選擇和課程有關的任何一個主題，選擇這個項目的同學，學期成績加 2分)

(4) 編輯 Wikipedia (中文或英文網頁皆可，至少 2 個條目，但不可同一條目翻成中文和英文。限和課程相關者，自由發揮，
個人的貢獻加起來要 80 行以上，越有條理、有系統的越好，有意願者請向老師登記)

(5) 編寫程式以協助建立程式資料庫(選擇二個和這門課相關的題目(不可以和歷年 Homework 重覆，不可太瑣碎)，來編寫相關的程式，
程式用 Matlab 或 Python 編寫皆可，有意願者請向老師登記)