Table 8 The results of different pre-trained models as well as Tavakoli et al.⁵⁰ on the test-A dataset.

Methods	Lymph			Mono			Neut			Eosi			Baso			Acc (%)
Methods	P (%)	S (%)	F1 (%)	P (%)	S (%)	F1 (%)	P (%)	S (%)	F1 (%)	P (%)	S (%)	F1 (%)	P (%)	S (%)	F1 (%)	Acc (%)
ResNet18⁴⁴	98.84	99.23	99.08	96.96	95.30	96.12	99.66	99.36	99.5	95.77	98.45	97.09	100	100	100	99.06
ResNet34⁴⁴	98.66	99.52	99.09	96.93	94.44	95.67	99.85	99.14	99.49	94.67	99.38	96.97	100	100	100	99.01
ResNet50⁴⁴	98.47	99.52	98.99	97.36	94.44	95.88	99.74	99.40	99.57	96.94	98.45	97.69	100	100	100	99.10
ResNext50⁴⁵	98.01	100	98.99	99.53	91.45	95.32	99.74	99.55	99.64	97.85	98.76	98.30	100	100	100	99.17
MnasNet1⁴⁸	98.93	98.65	98.79	94.14	96.15	95.14	99.66	98.76	99.21	92.15	98.45	95.20	100	100	100	98.59
MobileNet-V2⁴⁷	98.85	99.32	99.08	96.93	94.44	95.67	99.66	99.40	99.53	96.97	99.38	98.16	100	100	100	99.12
DenseNet121⁴⁶	98.38	99.61	98.99	97.72	91.45	94.48	99.70	99.14	99.42	94.40	99.38	96.82	100	100	100	98.87
ShuffleNet-V2⁴⁹	98.09	99.32	98.70	96.49	94.02	95.24	99.74	99.36	99.55	97.85	98.76	98.30	100	100	100	99.03
VGG16⁴³	98.26	98.26	98.26	95.09	91.03	93.01	99.43	98.57	99	89.01	98.14	93.35	100	100	100	98.09
Tavakoli et al.⁵⁰	97.23	95.07	96.14	84.87	86.32	85.59	98	95.60	96.78	72.24	91.30	80.66	96.59	95.51	96.05	94.65

Quick links

Search