Arvutiteaduse instituut
  1. Kursused
  2. 2022/23 kevad
  3. Andmete kokkupakkimine (MTAT.05.127)
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Andmete kokkupakkimine 2022/23 kevad

  • Pealeht
  • Loengud
  • Viited

Lecture slides

General information
Lecture 1: Measuring amount of information. Entropy
Lecture 2: Stationary sources. Prefix codes. Huffman code
Lecture 3: Arithmetic coding.
Lecture 4: Off-line universal coding
Lecture 5: On-line adaptive universal coding
Lecture 6: Low-complexity universal coding: Monotonic codes. LZ-77
Lectures 7-8: LZW, PPM, BWT. Comparisons. Challenges
Lectures 9: Analog sources. Measuring information
Lectures 10: Quantization
Lectures 11: Transforms. Basics of image coding
Lectures 12-13: Grayscale image compression. JPEG. Wavelets.
Lectures 14-15: Audio data coding. Demos
Lectures 16: Linear prediction. Speech coding. Demos
Lectures 17: Basics of video data compression. Demos

Problem solving session slides

1. Measuring information. Markov chains
2. Instant coding

Matlab scripts

Auxilary

word2bin.m - Representing integer in binary form
bin2word.m - Transforming binary sequence to integer

Entropy

Entropy.m - computing entropy for given p.d.
Problem12.m - Empiric estimate of the entropy rate

Huffman

Huffman.m - Huffman code constructing
Huffman_dec.m - Huffman code single symbol decoder
uniform_enc.m - Huffman coding for uniform distribution
uniform_dec.m - Huffman decoding for uniform distribution

Off-line coding

Huffman_enc_seq.m - Huffman code. Sequence encoding
Huffman_dec_seq.m - Huffman code. Sequence decoding
encode_tree.m - Encode Huffman code tree
decode_tree.m - Decode Huffman code tree
Huffman_dec_seq.m - Huffman code. Sequence decoding
Test_Huffman.m - Huffman code coding test
Off_line_Huffman.m - Demo-program of using Huffman code for universal off-line coding

Arithmetic coding

int_arithm_enc.m - Arithmetic encoder in integer arithmetics
int_arithm_dec.m - Arithmetic decoder in integer arithmetics
test.m - Testing program for arithmetic coding

On-line adaptive coding

symbol_encoder.m - Single symbol encoder (for adaptive coding)
symbol_decoder.m - Single symbol decoder (for adaptive coding)
adaptive_arithm_coding.m - Adaptive on-line coding)
adaptive_arithm_decoding.m - Adaptive on-line decoding)

Archivers

Image coding. Common routines

JPEG-like image coding.

Wavelet-based image coding.

Audio coding

Home Assignments

Home assignment 1: Entropy. Deadline 7th of March
Home assignment 2: Lossless compression. Deadline 17th of April
Home assignments 3: Lossy multimedia data compression, deadline 29th of May
Appendix 1: Image formats
Appendix 2: JPEG standard
Appendix 3: Wavelet coding
Appendix 4: Audio data coding

Research topics and topics for Bachelor and Master diploma theses

See

 http://cit.cs.ut.ee/forstudents.html

Test files

Set of files for the first homework
Set of short phrases for compression experiments

Test images

Test 1
Test 2
Test 3
Test 4
Test 5
Test 6

Matlab programs

Quantization

Uniform scalar quantization
Optimal nonuniform scalar quantization for Gaussian variable
The Lloyd-Max quantization procedure
Vector quantization
Q-function

Linear prediction

Autocorrelation method and the Levinson-Durbin procedure

Image transforms

BMP to YUV transform
Decimation
Interpolation of the decimated component
YUV to BMP
Entropy function
FDCT and IDCT
Uniform variable rate quantizer (rounding off type)
The main program:BMP to YUV, decimation, DCT, quantization, dequantization, IDCT, interpolation, YUV to BMP
JPEG-like coding (run-length coding + entropy estimates)
Zigzag scanning, run-length coding
The main program:BMP to YUV, decimation, DCT, quantization, coding, dequantization, IDCT, interpolation, YUV to BMP
The main program for 1-D wavelet decomposition and reconstruction
1-D wavelet decomposition (orthogonal filter bank)
1-D wavelet reconstruction (orthogonal filter bank)
1-D wavelet decomposition and reconstruction (orthogonal filter bank)
1-D wavelet decomposition and reconstruction (biorthogonal filter bank)
1-D wavelet decomposition (biorthogonal filter bank)
1-D wavelet reconstruction (biorthogonal filter bank)
The main program for 2-D wavelet decomposition and reconstruction
2-D wavelet decomposition and reconstruction
2-D wavelet decomposition
2-D wavelet reconstruction
Wavelet filter banks
Main program for hierarchical wavelet decomposition and reconstruction
Hierarchical wavelet decomposition and reconstruction (orthogonal filter bank)
Hierarchical wavelet decomposition, quatization, entropy coding, and reconstruction (biorthogonal filter bank)

Speech coding

Main program for computing linear spectral parameters for a 4th order filter
Program for finding roots of polynomial equation of order 4
Program for reconstructing polynomial equation of order 4 from its roots
Program for searching for pitch period

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