Chromosome image segmentation is important for analyzing karyotypes. A new algorithm combining Otsu and region growing methods accurately segments chromosome images. The algorithm uses a sliding window to grow regions based on an improved Otsu threshold formula. Compared to traditional methods, this algorithm achieves complete segmentation with minimal errors, providing accurate results for analyzing chromosome images.