Therefore, considering the challenges of images from ancient documents, a single stage text detection method on Scale wise Feature Aggregation Module (SFAM) is proposed. It builds on fully convolutional networks to directly generate character level predictions, that identifying redundant and slow ...
We introduce the Adaptive Semantic Aggregation (ASA) module to manage this process. In the final step, the multi-scale feature maps p1, p2, p3 and p4 obtained from the decoder are concatenated and fed into a final multi-layer perceptron to produce the weed segmentation results. In designing ...
DDocE: Deep Document Enhancement with Multi-scale Feature Aggregation and Pixel-Wise AdjustmentsDigitizing a document with a smartphone might be a difficult task when there are suboptimal environment lighting conditions. The presence of shadows and insufficient illumination may reduce the quality of the ...