激光与光电子学进展, 2019, 56 (9): 090005, 网络出版: 2019-07-05
超像素分割及评价的最新研究进展 下载: 3027次
Recent Research Progress of Superpixel Segmentation and Evaluation
图 & 表
图 2. KMM算法区域更新策略。(a)第t次迭代后超像素C1和C2的位置;(b)中心点移动;(c)区域更新
Fig. 2. Region update strategy for KMM algorithm. (a) Positions of superpixels C1 and C2 after t iterations; (b) movement of center point; (c) region update
图 4. 圆形度量和SRC度量区别。(a)圆形度量示例;(b) SRC度量示例
Fig. 4. Difference between circular metric and SRC metric. (a) Example of circular metric; (b) example of SRC metric
图 5. 不同超像素数量下算法的BR比较
Fig. 5. Comparison of BR values of algorithms under different numbers of superpixels
图 6. 不同超像素数量下算法的UER比较
Fig. 6. Comparison of UER values of algorithms under different numbers of superpixels
图 7. 不同超像素数量下算法的CO比较
Fig. 7. Comparison of CO values of algorithms under different numbers of superpixels
图 8. 多种算法对结构规则性强的图像的分割结果(超像素数量约为300)。(a)原始图像;(b) LSC;(c) SNIC;(d) DBSCAN;(e) FLIC;(f) CAS;(g) GMMS;(h) MBS;(i) SCALP
Fig. 8. Image segmentation results with strong regularity structure by several algorithms (about 300 superpixels). (a) Original image; (b) LSC; (c) SNIC; (d) DBSCAN; (e) FLIC; (f) CAS; (g) GMMS; (h) MBS; (i) SCALP
图 9. 多种算法对纹理结构丰富的图像的分割结果(超像素数量约为500)。(a)原始图像;(b) LSC;(c) SNIC;(d) DBSCAN;(e) FLIC;(f) CAS;(g) GMMS;(h) MBS;(i) SCALP
Fig. 9. Image segmentation results with rich texture structure by several algorithms (about 500 superpixels).(a) Original image; (b) LSC; (c) SNIC; (d) DBSCAN; (e) FLIC; (f) CAS; (g) GMMS; (h) MBS; (i) SCALP
罗学刚, 吕俊瑞, 彭真明. 超像素分割及评价的最新研究进展[J]. 激光与光电子学进展, 2019, 56(9): 090005. Xuegang Luo, Junrui Lü, Zhenming Peng. Recent Research Progress of Superpixel Segmentation and Evaluation[J]. Laser & Optoelectronics Progress, 2019, 56(9): 090005.