Inference - MindOCR Models

MindOCR Support Models List¶

Note: All results is test on 310P3 with MindSpore2.2.14.

Model	Backbone	Language	Datset	F-score(%)	FPS	Data Shape (NCHW)	Lite convert config txt	Configuration File	Download Link
DBNet	MobileNetV3	en	IC15	76.96	24.90	(1,3,736,1280)	config.txt	yaml	mindir
	ResNet-18	en	IC15	81.73	24.16	(1,3,736,1280)	config.txt	yaml	mindir
	ResNet-50	en	IC15	85.00	25.98	(1,3,736,1280)	config.txt	yaml	mindir
	ResNet-50	ch + en	/	/	/	(1,3,736,1280)	config.txt	yaml	mindir
DBNet++	ResNet-50	en	IC15	86.79	6.75	(1,3,1152,2048)	config.txt	yaml	mindir
	ResNet-50	ch + en	/	/	/	(1,3,1152,2048)	config.txt	yaml	mindir
EAST	ResNet-50	en	IC15	84.18	23.52	(1,3,720,1280)	config.txt	yaml	mindir
	MobileNetV3	en	IC15	75.08	24.37	(1,3,720,1280)	config.txt	yaml	mindir
PSENet	ResNet-152	en	IC15	81.69	2.94	(1,3,1472,2624)	config.txt	yaml	mindir
	ResNet-50	en	IC15	81.36	9.94	(1,3,736,1312)	config.txt	yaml	mindir
	MobileNetV3	en	IC15	70.67	10.33	(1,3,736,1312)	config.txt	yaml	mindir
FCENet	ResNet50	en	IC15	77.99	16.97	(1,3,736,1280)	config.txt	yaml	mindir

Model	Backbone	Character Dict	Dataset	Acc(%)	FPS	Data Shape (NCHW)	Lite convert config txt	Configuration File	Download Link
CRNN	VGG7	Default	IC15	66.01	394.30	(1,3,32,100)	config.txt	yaml	mindir
	ResNet34_vd	Default	IC15	69.67	339.45	(1,3,32,100)	config.txt	yaml	mindir
	ResNet34_vd	ch_dict.txt	/	/	/	(1,3,32,320)	config.txt	yaml	mindir
SVTR	Tiny	Default	IC15	80.02	314.08	(1,3,64,256)	config.txt	yaml	mindir
Rare	ResNet34_vd	Default	IC15	69.48	239.66	(1,3,32,100)	config.txt	yaml	mindir
	ResNet34_vd	ch_dict.txt	/	/	/	(1,3,32,320)	config.txt	yaml	mindir
RobustScanner	ResNet-31	en_dict90.txt	IC15	78.62	63.81	(1,3,48,160)	config.txt	yaml	mindir
VisionLAN	ResNet-45	Default	IC15	80.07	301.49	(1,3,64,256)	config.txt	yaml(LA)	mindir(LA)

Model	Backbone	Dataset	Acc(%)	FPS	Data Shape (NCHW)	Lite convert config txt	Configuration File	Download Link
MobileNetV3	MobileNetV3	/	/	/	(1,3,48,192)	config.txt	yaml	mindir