• 한국멀티미디어학회논문지
• /
• 제20권2호
• /
• pp.336-343
• /
• 2017

We propose a real time personalized recommendation algorithm on the mobile device. We use a unified collaborative filtering with reduced data. We use Fuzzy C-means clustering to obtain the reduced data and Konohen SOM is applied to get initial values of the cluster centers. The proposed algorithm overcomes data sparsity since it extends data to the similar users and similar items. Also, it enables real time service on the mobile device since it reduces computing time by data clustering. Applying the suggested algorithm to the MovieLens data, we show that the suggested algorithm has reasonable performance in comparison with collaborative filtering. We developed Android-based smart-phone application, which recommends restaurants with coupons and restaurant information.

• 대한전자공학회논문지
• /
• 제24권5호
• /
• pp.863-867
• /
• 1987

When digital image signals are transmitted or stored, they may be usually degraded by impulsive noise such as BSC noise. Though median filtering is a very effective method to reduce the impulsive noise, it brings non-negligible distortion after filtering. Several algorithms have been proposed to reduce such a distortion, but their reconstructed image quality are inadequate in some cases and they have a difficulty in real-time processing. In this paper, an effective filtering algorithm which can not only reduce the noise effectively but also preserve the edges well and lessen the distortion greatly, is presented. The proposed algorithm is an adaptive algorithm of median filter using local statistics, based on the characteristics of human eyes. The adaptive algorithm results shwo performance improvement of up to 3-4 dB over the nonadaptive one.

• 대한원격탐사학회:학술대회논문집
• /
• 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
• /
• pp.888-890
• /
• 2003

The objective of this investigation is to establish a simple yet effective block adjustment procedure for the orthorectification of multi-orbit satellite images. The major works of the proposed scheme are: (1) adjustment of satellite‘s orbit accurately, (2) calculation of the error vectors for each tie point using digital terrain model and ray tracing technique, (3) refining the orbit using the Least Squares Filtering technique and (4) generation of the orthophotos. In the process of least squares filtering, we use the residual vectors on ground control points and tie points to collocate the orbit. In orthorectification, we use the indirect method to generate the orthoimage. Test areas cover northern Taiwan. Test images are from SPOT 5 satellite. Experimental results indicate that proposed method improves the relative accuracy significantly.

• 한국멀티미디어학회논문지
• /
• 제15권2호
• /
• pp.179-194
• /
• 2012

디지털 합성 이미지는 이미지가 담고 있는 진정성을 왜곡하기 때문에 사회적인 문제가 되고 있다. 이러한 디지털 합성 이미지들은 인터넷, 잡지 또는 정치적 광고를 위한 이미지들에서 흔히 볼 수 있다. 이러한 왜곡된 매체들은 이미지가 담고 있는 정보에 대한 신뢰도를 떨어트릴 수 있다. 본 논문에서는 이와 같이 대중에게 전달되는 정보의 혼란을 예방하기 위한 연구로써 디지털 합성 이미지를 판독하는데 목적이 있다. 대부분의 합성 이미지들은 이미지 크기 조절 및 회전을 이용하는 방법을 사용하기 때문에 합성 영역에 보간 (Interpolation)이 적용되게 된다. 본 논문은 보간의 흔적을 검출하는 연구로써 이미 보간이 적용된 영역과 그렇지 않은 영역에 재보간을 적용하여 두 영영간의 주파수 패턴을 검출하는 실험을 하였다. 이를 통해 합성에 사용된 보간 흔적을 검출하였으며 이미지 리터칭에 사용된 필터링 영역도 검출할 수 있었다.

• 대한전기학회논문지:시스템및제어부문D
• /
• 제51권7호
• /
• pp.308-316
• /
• 2002

In this paper, we propose a robust digital copyright-protection technique based on the concept of human auditory system. First, we propose a watermarking technique that accepts the various attacks such as, time scaling, pitch shift, add noise and a lot of lossy compression such as MP3, AAC WMA. Second, we implement audio PD(portable device) for copyright protection using proposed method. The proposed watermarking technique is developed using digital filtering technique. Being designed according to critical band of HAS(human auditory system), the digital filers embed watermark without nearly affecting audio quality. Before processing of digital filtering, wavelet transform decomposes the input audio signal into several signals that are composed of specific frequencies. Then, we embed watermark in the decomposed signal (0kHz~11kHz) by designed band-stop digital filer. Watermarking detection algorithm is implemented on audio PD(portable device). Proposed watermarking technology embeds 2bits information per 15 seconds. If PD detects watermark '11', which means illegal song. PD displays "Illegal Song" message on LCD, skips the song and plays the next song, The implemented detection algorithm in PD requires 19 MHz computational power, 7.9kBytes ROM and 10kBytes RAM. The suggested technique satisfies SDMI(secure digital music initiative) requirements of platform3 based on ARM9E core.

• 방송공학회논문지
• /
• 제13권4호
• /
• pp.452-462
• /
• 2008

본 논문에서는 디지털 라디오와 지상파 Digital Multimedia Broadcasting (DMB)에서 사용되는 MUSICAM 이라 불리는 MPEG-1/2 Layer-II 와 MPEG-4 ER-BSAC 디코더를 330 MHz 클럭수를 가지고 동작하는 고정 소수점 digital signal processor (DSP) TMS320C64x+ 상에 실시간 구현한다. 오디오 디코더의 실시간 구현하기 위해, 다음과 같은 여러 단계의 최적화를 수행한다. 첫 째, 메모리 공유, 데이터 타입 재설정 및 루프의 unrolling 과정을 통해, C 코드 레벨에서 최적화를 수행한다. 다음으로, 비트스트림 분석의 재구성, 합성 필터의 변경 및 합성 필터의 윈도우 계수의 재배열을 통해 알고리즘 레벨에서 최적화를 수행한다. 또한, MPEG-1/2 Layer-II 디코더의 합성필터 모듈을 linear assembly program 레벨로 치환한다. Linear assembly program 레벨로 치환하는 이유는 MPEG-1/2 Layer-II 디코더에서 합성 필터 모듈이 가장 많은 계산량을 차지하기 때문이다. 구현된 오디오 디코더의 성능 평가를 위해, 복호화 처리시간의 비율을 측정하고, 최적화된 MPEG 디코더와 레퍼런스 MPEG 디코더로 처리된 오디오 신호 사이의 root mean square (RMS)를 계산한다. 최적화 실시간 구현 결과, MPEG-1/2 Layer-II 와 MPEG-4 ER-BSAC 디코더는 TMS320C64x+가 동작하는 최대 클럭 수의 3%와 11%의 사용으로 각각 동작하며, 오디오 디코더의 품질은 MPEG standard에 정의된 -77.01 dB의 조건을 모두 만족함을 확인할 수 있었다.

• 대한전자공학회:학술대회논문집
• /
• 대한전자공학회 2000년도 ITC-CSCC -2
• /
• pp.902-905
• /
• 2000

Because of the rapid growth of Internet and multimedia applications, how to protect IPR (intellectual property rights) has become a critical issue. Is one of the ways to overcome the problem of the protection of IPR. Digital watermarking call be applied to multimedia data, such as digital images, digital video, and digital audio. In this paper, we propose a digital watermarking technique for digital images to authenticate an owner or an image by embedding visually recognizable patterns, such as logos, signatures, or stamps into images In BDCT (block discrete cosine transform) frequency domain. The proposed method sorts the components of an original image twice. At the same time, the method, also, rearranges the components of a watermark twice in order to be more robust, and finally embeds the watermark into the image. From the experimental results, the conjunction of three similarity measurements shows that our proposed method is robust to image cropping, image filtering, and JPEG (the Joint Photographic Experts Group) both subjectively and objectively.

• 전자공학회논문지 IE
• /
• 제49권2호
• /
• pp.75-81
• /
• 2012

본 논문에서는 흐려지고 노이즈가 부가되어 열화된 아날로그 의학영상을 복원시키기 위하여 복원기법이 적용되었다. 열화함수에 의해 흐려지고 노이즈가 낀 열화영상의 복원을 위해서 역필터링, 위너필터링에 의한 선형복원기법과 Lucy-Richardson 알고리듬에 의한 비선형 반복 복원기법이 사용되었다. 더욱이, 복원영상의 화질을 평가하기 위해서 주관적 평가방식인 ROC 곡선이 사용되었다. 상수비를 사용한 위너필터링은 역필터링에 비하여 좋은 복원영상을 얻었으나, 진단능력을 향상시키지는 못하였다. Lucy-Richardson 알고리듬이 사용된 복원영상은 가장 우수한 성능을 나타냈고, 감도와 특이도가 열화영상보다 15[%] 만큼 개선되었다.

• KSII Transactions on Internet and Information Systems (TIIS)
• /
• 제14권6호
• /
• pp.2518-2533
• /
• 2020

In wireless sensor networks, adversaries may physically capture sensor nodes on the fields, and use them to launch false positive attacks (FPAs). FPAs could be conducted by injecting forged or old sensing reports, which would represent non-existent events on the fields, with the goal of disorientating the base stations and/or reducing the limited energy resources of sensor nodes on the fields. Researchers have proposed various mitigation methods against FPAs, including the statistical en-route filtering scheme (SEF). Most of these methods are based on key pre-distribution schemes and can efficiently filter injected false reports out at relay nodes through the verification of in-transit reports using the pre-distributed keys. However, their filtering power may decrease as time goes by since adversaries would attempt to capture additional nodes as many as possible. In this paper, we propose an adaptive key distribution method that could maintain the security power of SEF in WSNs under such circumstances. The proposed method makes, if necessary, BS update or re-distribute keys, which are used to endorse and verify reports, with the consideration of the filtering power and energy efficiency. Our experimental results show that the proposed method is more effective, compared to SEF, against FPAs in terms of security level and energy saving.

• 대한인간공학회지
• /
• 제27권4호
• /
• pp.95-101
• /
• 2008

This research is to develop PPG filtering method for respiration measurement in U-Health Care system. Respiration rate was determined by filtering PPG and analyzing its spectrum. Optimal filter of PPG has been selected to get respiration by testing 120 sets of experiment data using 700 filtering cases. As a result, 2nd order Bessel-filter that used band-pass cutoff frequency at 0.175~0.4Hz with second order was good at developing respiration signal. Respiration signal in time domain could be continuously analyzed by converting frequency domain using spectrum analysis. 24 seconds has been found to be optimal time duration of collecting PPG data for determining respiration. Therefore, this study was successful of getting not only heart activity but also respiration by only PPG. Minimal invasive measurement obtaining multi-bio information by one sensor can be expected to apply to U-Health Care and human computer interaction.