Training

Training - MindOCR Models List

Text Detection

model	dataset	bs	cards	F-score	ms/step	fps	amp	config
dbnet_mobilenetv3	icdar2015	10	1	77.28	100	100	O0	mindocr_dbnet
dbnet_resnet18	icdar2015	20	1	81.73	186	108	O0	mindocr_dbnet
dbnet_resnet50	icdar2015	10	1	85.05	133	75.2	O0	mindocr_dbnet
dbnet++_resnet50	icdar2015	32	1	86.74	571	56	O0	mindocr_dbnet++
psenet_resnet152	icdar2015	8	8	82.06	769.6	83.16	O0	mindocr_psenet
psenet_resnet50	icdar2015	8	8	81.37	304.138	210.43	O0	mindocr_psenet
psenet_mobilenetv3	icdar2015	8	8	70.56	173.604	368.66	O0	mindocr_psenet
east_mobilenetv3	icdar2015	20	8	75.32	138	1185	O0	mindocr_east
east_resnet50	icdar2015	20	8	84.87	256	625	O0	mindocr_east
fcenet_resnet50	icdar2015	8	4	84.12	2978.65	10.36	O0	mindocr_fcenet

Text Recognition

model	dataset	bs	cards	acc	ms/step	fps	amp	config
svtr_tiny	IC03,13,15,IIIT,etc	512	4	90.23	459	4560	O2	mindocr_svtr
crnn_vgg7	IC03,13,15,IIIT,etc	16	8	82.03	22.06	5802.71	O3	mindocr_crnn
crnn_resnet34_vd	IC03,13,15,IIIT,etc	64	8	84.45	76.48	6694.84	O3	mindocr_crnn
rare_resnet34_vd	IC03,13,15,IIIT,etc	512	4	85.19	449	4561	O2	mindocr_rare
visionlan_resnet45	IC03,13,15,IIIT,etc	192	4	90.61	417	1840	O2	mindocr_visionlan
master_resnet31	IC03,13,15,IIIT,etc	512	4	90.37	747	2741	O2	mindocr_master
robustscanner_resnet31	IC13,15,IIIT,SVT,etc	256	4	87.86	825	310	O0	mindocr_robustscanner
abinet_resnet45	IC03,13,15,IIIT,etc	768	8	91.35	718	628.11	O0	mindocr_abinet

Text Direction Classification

model	dataset	bs	cards	acc	ms/step	fps	amp	config
mobilenetv3	RCTW17,MTWI,LSVT	256	4	94.59	172.9	5923.5	O0	mindocr_mobilenetv3