We present a new deep learning framework for removing honeycomb artifacts yielded by optical path blocking of cladding layers in fiber bundle imaging. The proposed framework. HAR-CNN. provides an end-to-end mapping from a raw fiber bundle image to an artifact-free image via a convolution neural network (CNN). https://hollandscountryclothinges.shop/product-category/grooming-kits/