CNN-IKOA: convolutional neural network with improved Kepler optimization algorithm for image segmentation: experimental validation and numerical exploration

Abdel-Basset, Mohamed; Mohamed, Reda; Alrashdi, Ibrahim; Sallam, Karam M.; Hameed, Ibrahim A.

doi:10.1186/s40537-023-00858-6

Journal of Big Data

Table 1 Comparison in terms of AFV and F-rank

From: CNN-IKOA: convolutional neural network with improved Kepler optimization algorithm for image segmentation: experimental validation and numerical exploration

T	Metrics	IKOA	KOA	TLBO	NOA	CPSOGSA	EO	MSSA	SSA	DE
T-5	Avg	4229.7638	4226.5791	4229.3189	4228.6160	4224.8948	4226.9364	4216.2340	4216.2536	4223.3557
T-5	F-rank	1.4969	5.8063	3.2125	4.1313	4.5875	3.4219	7.7313	7.5625	7.0500
T-7	Avg	4268.1657	4263.7601	4267.2701	4265.2285	4264.7933	4265.6541	4257.4516	4256.6403	4259.1028
T-7	F-rank	1.3469	5.6625	3.0875	4.7500	3.9906	3.7688	7.3188	7.6563	7.4188
T-8	Avg	4279.2207	4274.5392	4277.9336	4275.2364	4274.2339	4276.5149	4268.1974	4268.7154	4270.0817
T-8	F-rank	1.4063	5.2813	2.9063	4.8375	4.7500	3.5875	7.5313	7.4563	7.2438
T-10	Avg	4292.2843	4287.5362	4290.7073	4288.0166	4288.3161	4289.7509	4283.0549	4283.5733	4282.7418
T-10	F-rank	1.3375	5.3500	2.9563	5.0125	4.4875	3.6000	7.2875	7.2000	7.7688
T-12	Avg	4299.6966	4295.3237	4297.9845	4295.3644	4296.4727	4297.7104	4292.8860	4292.3665	4291.2266
T-12	F-rank	1.3688	5.5375	2.9938	5.2625	4.4250	3.3625	6.8813	7.2000	7.9688
T-15	Avg	4305.9767	4302.4406	4304.5231	4302.0356	4303.5794	4304.5416	4300.7905	4300.8014	4298.9576
T-15	F-rank	1.5500	5.4313	3.2188	5.8125	4.0438	3.0688	6.9250	6.7813	8.1688
T-18	Avg	4309.7492	4306.7939	4308.3379	4306.1951	4307.9529	4308.5329	4305.9748	4305.9825	4303.6955
T-18	F-rank	1.4313	5.4813	3.2688	6.2563	3.7875	3.0563	6.6688	6.5125	8.5375
T-20	Avg	4311.4020	4308.4108	4310.0091	4308.4994	4309.8222	4310.2731	4308.2546	4308.4192	4305.8823
T-20	F-rank	1.3375	6.0938	3.3938	5.9438	3.8938	3.1250	6.3313	6.2250	8.6563
T-25	Avg	4314.0941	4312.0124	4312.9723	4311.6292	4313.0574	4313.4596	4312.1010	4312.1116	4309.8257
T-25	F-rank	1.4125	6.0875	3.8438	6.6625	3.6500	2.7125	5.9000	5.9688	8.7625
T-30	Avg	4315.6474	4313.9702	4314.6669	4313.6777	4314.8369	4315.2044	4314.1508	4314.2212	4312.2543
T-30	F-rank	1.4188	6.2688	4.1625	6.7375	3.7250	2.4813	5.7625	5.6375	8.8063

Bold value refers to the best finding

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