Color Image Segmentation Method Based on Parameter-Controlled MSPCNN and SLIC

Xinying Li; Siyuan Ran; Jing Lian

doi:10.3788/LOP202158.0210023

Journals >Laser & Optoelectronics Progress >Volume 58 >Issue 2 >Page 0210023 > Article

Laser & Optoelectronics Progress
Vol. 58, Issue 2, 0210023 (2021)

Color Image Segmentation Method Based on Parameter-Controlled MSPCNN and SLIC

Xinying Li^*, Siyuan Ran, and Jing Lian

Author Affiliations

School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China

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DOI: 10.3788/LOP202158.0210023 Cite this Article Set citation alerts

Xinying Li, Siyuan Ran, Jing Lian. Color Image Segmentation Method Based on Parameter-Controlled MSPCNN and SLIC[J]. Laser & Optoelectronics Progress, 2021, 58(2): 0210023 Copy Citation Text

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Fig. 1. Process of generating fragments to merge

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Comparison results of division and clustering for two algorithms. (a) Division results of the proposed algorithm; (b) first merging results after division by the proposed algorithm; (c) clustering results of the proposed algorithm; (d) clustering results of SLIC

Fig. 2. Comparison results of division and clustering for two algorithms. (a) Division results of the proposed algorithm; (b) first merging results after division by the proposed algorithm; (c) clustering results of the proposed algorithm; (d) clustering results of SLIC

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Fig. 3. Comparison results for different algorithms. (a) SLIC; (b) SNIC; (c) CAS; (d) SCoW; (e) our algorithm

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Algorithm	Building			Bird			Tree
Algorithm	BR	UE	ASA	BR	UE	ASA	BR	UE	ASA
SLIC	0.7696	0.2204	0.7620	0.9484	0.0324	0.8747	0.9056	0.0272	0.8220
SNIC	0.6613	0.3105	0.6431	0.9316	0.0411	0.8605	0.9298	0.0284	0.8464
CAS	0.7702	0.0235	0.9322	0.8703	0.0141	0.9066	0.9118	0.0322	0.8634
SCoW	0.9328	0.0285	0.7037	0.7284	0.1495	0.6490	0.8117	0.1346	0.7703
Proposed	0.9763	0.1353	0.8513	0.9682	0.1186	0.9265	0.9438	0.0273	0.8711

Table 1. Index comparison

Running time	SLIC	SNIC	CAS	SCoW	Proposed
Building	0.9547	0.3945	0.4411	0.4973	1.1965
Bird	0.7937	0.2894	0.3681	0.7804	1.1209
Tree	0.7825	0.2454	0.3818	0.4716	1.1264

Table 2. Running time comparison unit: s

Xinying Li, Siyuan Ran, Jing Lian. Color Image Segmentation Method Based on Parameter-Controlled MSPCNN and SLIC[J]. Laser & Optoelectronics Progress, 2021, 58(2): 0210023

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