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| Histogram Equalization× | Analýza kontúr× | Morfológia obrazu× | |
|---|---|---|---|
| Odbor | Počítačové videnie | Počítačové videnie | Počítačové videnie |
| Rodina | Machine learning | Machine learning | Machine learning |
| Rok vzniku≠ | 1970s | 1985 | 1982 |
| Tvorca≠ | Signal processing community | Satoshi Suzuki and Keiichi Abe | Jean Serra |
| Typ≠ | Contrast enhancement and preprocessing | Shape and contour analysis | Set theory and topological image processing |
| Pôvodný zdroj≠ | Gonzalez, R. C., & Woods, R. E. (1992). Digital Image Processing. Addison-Wesley, 2nd edition, Chapter 3. link ↗ | Suzuki, S., & Abe, K. (1985). Topological structural analysis of digitized binary images by border following. Computer Vision, Graphics, and Image Processing, 30(1), 32–46. DOI ↗ | Serra, J. (1982). Image Analysis and Mathematical Morphology. Academic Press. link ↗ |
| Ďalšie názvy | Histogram stretching, Contrast enhancement | Edge-based contours, Boundary analysis | Mathematical morphology, Morphological filtering |
| Príbuzné | 5 | 5 | 5 |
| Zhrnutie≠ | Histogram equalization is an image preprocessing technique that redistributes pixel intensities to improve contrast and visibility of details. By spreading the histogram of pixel values evenly across the available range, histogram equalization enhances images with poor contrast, making features more visually distinct and easier to process algorithmically. | Contour analysis is the process of detecting and analyzing the boundaries of objects in images by identifying connected edges and extracting shape information. The Suzuki-Abe algorithm provides an efficient method for finding contours in binary images, enabling shape-based object classification and segmentation. | Morphological image processing, introduced by Jean Serra in 1982, is a technique based on set theory that reshapes and analyzes image regions using geometric structuring elements. Core operations include erosion and dilation, which can be combined into more complex operations like opening and closing, enabling noise removal, edge detection, and object analysis. |
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