JPEG 2000 Standards - Image Processing Notes
1. Introduction to JPEG 2000
      JPEG 2000 is an image compression standard and coding system developed by the Joint
       Photographic Experts Group (JPEG) in the year 2000.
      It was designed to overcome the limitations of the original JPEG standard, providing
       superior compression efficiency, scalability, and flexibility.
      JPEG 2000 supports both lossless and lossy compression.
2. Key Features of JPEG 2000
      Improved Compression Efficiency: Better image quality at lower bit rates compared to
       traditional JPEG.
      Lossless and Lossy Compression: A single architecture supports both types of
       compression.
      Progressive Transmission: Allows images to be transmitted and reconstructed
       progressively, enhancing user experience.
      Region of Interest (ROI) Coding: Specific parts of the image can be compressed at
       higher quality.
      Error Resilience: Enhanced error handling for transmission over unreliable channels.
      Scalability: Image resolution and quality can be scaled without re-encoding.
3. Architecture of JPEG 2000
      Discrete Wavelet Transform (DWT): Used instead of the Discrete Cosine Transform
       (DCT) in traditional JPEG. DWT provides better energy compaction and fewer artifacts.
      Quantization: Scalar quantization applied to wavelet coefficients.
      Entropy Coding: Utilizes Embedded Block Coding with Optimized Truncation
       (EBCOT) for efficient bitstream formation.
      File Format: JPEG 2000 files use the .jp2 extension for still images and .mj2 for motion
       sequences.
4. Comparison with Traditional JPEG
         Feature          JPEG JPEG 2000
Compression Type         DCT     DWT
Compression Efficiency Moderate High
Lossless Compression     No      Yes
Progressive Transmission Limited Yes
Region of Interest (ROI) No      Yes
Scalability              No      Yes
Error Resilience         Low     High
5. Applications of JPEG 2000
      Medical Imaging: High-fidelity image compression for medical diagnostics.
      Satellite and Remote Sensing: Efficient storage and transmission of large satellite
       images.
      Digital Cinema: High-resolution and lossless image compression.
      Art and Cultural Heritage: Archiving high-quality images of artworks.
      Wireless Imaging: Error resilience for images transmitted over wireless networks.
6. Advantages and Disadvantages
      Advantages:
          o High compression efficiency.
          o Supports large images.
          o Multiple resolutions from a single compressed file.
          o Enhanced error resilience.
      Disadvantages:
          o Higher computational complexity.
          o Slower encoding and decoding times.
          o Less widespread hardware and software support compared to traditional JPEG.
7. Visual Representation of JPEG 2000 Process
Image 1: JPEG 2000 Compression Flowchart
      Shows the steps of image compression including DWT, quantization, and entropy coding.
Image 2: Comparison of JPEG and JPEG 2000 Artifacts
      Visual comparison of image quality between JPEG and JPEG 2000 at the same
       compression ratio.