A method for text recognition, an electronic device and a storage medium are provided. The method includes: performing feature extraction processing on an image to be detected to obtain a plurality of semantic vectors, each of the plurality of semantic vectors corresponds to one of a plurality of characters of a text sequence in the image to be detected; and sequentially performing recognition processing on the plurality of semantic vectors through a convolutional neutral network to obtain a recognition result of the text sequence.