This article discusses restoration of cameracaptured distorted document images. Without the assistance of 3D data or model, our algorithm estimates and rectifies document warping just from 2D image based on line segmentation. Warping shape of each text line is acquired by estimating baselines' shape and characters' slant angles after line segmentation. In order to get fluent recovery result, thinplate splines are exploited whose key points are determined through the result of warping estimation. Such process can effectively depict document warping and successfully restore warped document images to be flat. Comparison of OCR recognition rate between original camera-captured images and restored images shows the effectiveness of the algorithm proposed. We also demonstrate evaluation on DFKI dewarping contest dataset with some related algorithms. Besides desirable restoration result, processing speed of the whole procedure is satisfactory as well. In conclusion, it is applicable to be performed in OCR application to achieve better understanding of camera-captured document images.

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Summary Ineffective column‐directional cache memory access has become a bottleneck for efficient two‐dimensional (2‐D) data processing utilizing extended single instruction multiple data (SIMD) instructions. To solve this problem, we propose a cache memory with tile (column and row directions) and line (row direction) accessibility for efficient 2‐D data processing. 2‐D data access to the proposed cache memory is enabled via a hardware‐based multi‐mode address translation unit that eliminates the overhead of software‐based address calculation. To reduce the hardware overhead of the proposed cache, we propose a tag memory reduction method that replaces multiple tiles with an aligned tile set (RATS) in the cache. To verify the feasibility of the proposed cache, an LSI layout of a SIMD‐based general purpose‐oriented datapath embedding the proposed cache is designed in a 2.5×5 mm2 area using 0.18‐μm CMOS technology. Under a 3.9‐ns clock period (250 MHz), the read latency is limited to 3 clock cycles, which is the same as that for the conventional cache memory. Using the RATS method, the entire hardware overhead of the proposed cache is reduced to only 7% of that required for a conventional cache. In addition, simulation results for the proposed cache indicate a considerable reduction of L1 and L2 cache confliction misses compared with a conventional cache in power‐of‐two matrix size due to the column‐directional address stride being sufficiently smaller than page size. Therefore, the proposed cache provides efficient column‐directional parallel access as same as row‐directional parallel access so that it enables efficient SIMD operation requiring no transposition in matrix multiplication (MM). For LU decomposition (LUD), the proposed cache can provide almost the same performance to the column‐major–based LUD program as that to the row‐major–based LUD program. These results show that the proposed cache does not restrict our freedom in selecting either row‐ or column‐major order coding.

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Natural and biocompatible chitosan has demonstrated wide applications. However, rapidly fabricating highperformance chitosan hydrogels in one-step controllable processes is still a challenge for some advanced applications. Here, we report a trifunctional microgel-mediated photochemical (TMMP) strategy to achieve the fabrication of printable tough chitosan-based hydrogels (PTCHs) in seconds. Such microgels help the slow release of persulfate anions and their uniform dispersion in an aqueous solution of cationic chitosan. The released persulfates are available for preparing multiple networks of phenolic coupling of modified chitosan and radical polymerization of Pluronic F127 via orthogonal tris(bipyridine)ruthenium(II)-based photochemistry, respectively. Trifunctional microgels have reversible Ca 2+ -crosslinked networks that further improve the hydrogels' mechanical properties and toughness. The maximum stress and toughness increase by >20 folds compared to the chitosan and F127 hydrogels with single network structures. Moreover, these microgels enable the precursor to have a good shearing-thinning property and benefit the controllable preparation of PTCHs in a short time, as low as ∼4 s under visible light irradiation. It, therefore, is compatible with standard printing techniques to make complex structures. Strain sensors based on structured PTCHs have stable mechanical and responsive properties in the water, which are applied for realtime underwater communications (<0.4 s). It is anticipated that this one-step TMMP strategy opens new horizons for designing advanced chitosan hydrogels.