We present an object detection based approach to localize handwritten regions from documents, which initially aims enhance the anonymization during data transmission. The concatenated fusion of original and preprocessed images containing both printed texts notes or signatures are fed into convolutional neural network, where bounding boxes learned detect handwriting. Afterwards, can be processed...