IMPACT Final Conference - NCSR - Character segmentation

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IMPACT Centre of Competence

IMPACT Final Conference - NCSR - Character segmentation

IMPACT Tools Developed by NCSR IMPACT Final Conference 2011 24-25 October 2011, London, UK B. Gatos Computational Intelligence Laboratory Institute of Informatics and Telecommunications National Center for Scientific Research ( NCSR ) "Demokritos" GR-153 10 Agia Paraskevi, Athens, Greece

0.21 0.91 Character_Segmentation_v3 [WordImageFilename] [XMLOutputFilename] parameter [WordImageFilename]: An image containing a word parameter [XMLOutputFilename] : several character segmentation variations encoded following the XML schema of IBM used in TR3 (Adaptive OCR) IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

Merged characters Broken characters Overlapped characters Noise IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

Segmentation variations encoded following the XML schema used in TR3 N. Nikolaou, M. Makridis, B. Gatos, N. Stamatopoulos, N. Papamarkos, " Segmentation of historical machine-printed documents using Adaptive Run Length Smoothing and skeleton segmentation paths ", Image and Vision Computing, Vol. 28 , Issue 4, pp. 590-604, 2010. ,[object Object],[object Object],[object Object],[object Object]

0.61 0.79 0.85 0.98 0.94 IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

0.83 0.63 0.73 0.89 0.90 IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

0.61 0.79 0.94 Evaluation of the result with the highest confidence IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

0.61 0.79 0.94 Evaluation of the best possible result IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

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This paper presents a hardware architecture of complex K-best Multiple Input Multiple Output (MIMO) decoder reducing the complexity of Maximum Likelihood (ML) detector. We develop a novel low-power VLSI design of complex K-best decoder for MIMO and 64 QAM modulation scheme. Use of Schnorr-Euchner (SE) enumeration and a new parameter, Rlimit in the design reduce the complexity of calculating K-best nodes to a certain level with increased performance. The total word length of only 16 bits has been adopted for the hardware design limiting the bit error rate (BER) degradation to 0.3 dB with list size, K and Rlimit equal to 4. The proposed VLSI architecture is modeled in Verilog HDL using Xilinx and synthesized using Synopsys Design Vision in 45 nm CMOS technology. According to the synthesize result, it achieves 1090.8 Mbps throughput with power consumption of 782 mW and latency of 0.33 us. The maximum frequency the design proposed is 181.8 MHz.

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In recent researches Coding techniques are used in OTDR approach improve Signal-to-Noise Ratio (SNR). For example, the use of simplex coding (S-coding) in conjunction with OTDR can be effectively used to enhance the Signal-to- Noise Ratio (SNR) of the backscattered detected light without sacrificing the spatial resolution; In particular, simplex codes have been demonstrated to be the most efficient among other suitable coding techniques, allowing for a good improvement in SNR even at short code lengths. Coding techniques based on Simplex or Golay codes exploit a set of different sequences (i.e. codes) of short (about 10 ns) NRZ laser pulses to increase the launched energy without impairing the spatial resolution using longer pulse width. However, the required high repetition rate of the laser pulses, hundreds of MHz for meter-scale spatial resolution, is not achievable by high peak power lasers, such as rare-earth doped fibre or passive Q-switched ones, which feature a maximum repetition rate of few hundred kHz. New coding technique, cyclic simplex coding (a subclass of simplex coding), tailored to high-power pulsed lasers has been proposed. The basic idea is to periodically sense the probing fibre with a multi-pulse pattern, the repetition period of which is equal to the fibre round-trip time. This way, the pattern results as a code spread along the whole fibre, with a bit time inversely proportional to the code length. The pulse width can be kept in the order of 10 ns to guarantee a meter-scale spatial resolution and the peak power can be set close to the nonlinear effect threshold.

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1. IMPACT Tools Developed by NCSR IMPACT Final Conference 2011 24-25 October 2011, London, UK B. Gatos Computational Intelligence Laboratory Institute of Informatics and Telecommunications National Center for Scientific Research ( NCSR ) "Demokritos" GR-153 10 Agia Paraskevi, Athens, Greece

2. 0.21 0.91 Character_Segmentation_v3 [WordImageFilename] [XMLOutputFilename] parameter [WordImageFilename]: An image containing a word parameter [XMLOutputFilename] : several character segmentation variations encoded following the XML schema of IBM used in TR3 (Adaptive OCR) IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

3. Merged characters Broken characters Overlapped characters Noise IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

4.

5. 0.61 0.79 0.85 0.98 0.94 IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

6. 0.83 0.63 0.73 0.89 0.90 IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

7. 0.61 0.79 0.94 Evaluation of the result with the highest confidence IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

8. 0.61 0.79 0.94 Evaluation of the best possible result IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

9. IMPACT Tools Developed by NCSR - IMPACT Final Conference 2011, 24-25 October, London, UK

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