Run-Length Encoding
Run-Length Encoding (RLE) is a simple and effective lossless compression technique used to reduce the size of data files by encoding consecutive repeated values. Here’s how it works:
Principle
- Run-Length Encoding: Compresses sequences of repeated data values by storing the data value and the number of times it repeats.
Example
Given a data sequence:
wwwwaaadexxxxxx
In RLE, this sequence is encoded as:
w4a3d1e1x6
How It Works
-
Input Sequence:
wwwwaaadexxxxxx
w
occurs 4 times consecutively.a
occurs 3 times consecutively.d
occurs 1 time.e
occurs 1 time.x
occurs 6 times consecutively.
-
Encoded Output:
w4a3d1e1x6
- Each character is followed by the count of its occurrences.
Advantages
- Simple: Easy to implement and understand.
- Effective: Works well for data with long runs of repeated values, such as simple graphics or binary data with large homogeneous areas.
Limitations
- Inefficiency: Less effective for data with few or no consecutive repeated values.
- Overhead: The encoding may increase the file size for data that does not have long runs of repeated values.
Run-Length Encoding is particularly useful in scenarios where data consists of long sequences of repeated values, such as in simple image formats or certain types of data logs.