mindocr_models_list.md

MindOCR Support Models List

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

Text Detection

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

Text Recognition

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)

Text Direction Classification

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