• 제목/요약/키워드: Image Gradient

검색결과 712건 처리시간 0.035초

PATN: Polarized Attention based Transformer Network for Multi-focus image fusion

  • Pan Wu;Zhen Hua;Jinjiang Li
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제17권4호
    • /
    • pp.1234-1257
    • /
    • 2023
  • In this paper, we propose a framework for multi-focus image fusion called PATN. In our approach, by aggregating deep features extracted based on the U-type Transformer mechanism and shallow features extracted using the PSA module, we make PATN feed both long-range image texture information and focus on local detail information of the image. Meanwhile, the edge-preserving information value of the fused image is enhanced using a dense residual block containing the Sobel gradient operator, and three loss functions are introduced to retain more source image texture information. PATN is compared with 17 more advanced MFIF methods on three datasets to verify the effectiveness and robustness of PATN.

Improved Gradient Direction Assisted Linking Algorithm for Linear Feature Extraction in High Resolution Satellite Images, an Iterative Dynamic Programming Approach

  • Yang, Kai;Liew, Soo Chin;Lee, Ken Yoong;Kwoh, Leong Keong
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
    • /
    • pp.408-410
    • /
    • 2003
  • In this paper, an improved gradient direction assisted linking algorithm is proposed. This algorithm begins with initial seeds satisfying some local criteria. Then it will search along the direction provided by the initial point. A window will be generated in the gradient direction of the current point. Instead of the conventional method which only considers the value of the local salient structure, an improved mathematical model is proposed to describe the desired linear features. This model not only considers the value of the salient structure but also the direction of it. Furthermore, the linking problem under this model can be efficiently solved by dynamic programming method. This algorithm is tested for linear features detection in IKONOS images. The result demonstrates this algorithm is quite promising.

  • PDF

핵자기 공명 영상에서 새로운 유속 흐름제거 방법 (Novel Flow Suppression Technique in MRI)

  • 노용만;조장희
    • 대한의용생체공학회:학술대회논문집
    • /
    • 대한의용생체공학회 1992년도 춘계학술대회
    • /
    • pp.92-97
    • /
    • 1992
  • The pulsatile nature of blood flow makes artefacts in 2D Fourier transform image. Spatial presaturation is known to be effective in eliminating flow artefacts when the spin echo acquisition is employed. However. this method requires additional RF pulse and spoiling gradient for presaturation. In this paper a new flow saturation technique which does not require additional saturation-RF and gradient is proposed. The proposed technique is equivalent to the existing saturation technique but the elimination of the flow component is achieved by a pair of tailored $90^{\circ}-180^{\circ}$ RF pulses in tile spin echo sequence. By use of two tailored RF pulses with opposite phase polarity, a linear phase gradient is generated for those moving materials and consequently all the spins of moving materials become dephased thereby no signal is observable. Computer simulations and experimental results obtained using both a phantom and a human volunteer with a 2.0 T whole body system are also presented.

  • PDF

국부 적응 변화율 메디안 필터에 관한 연구 (A Study of Local Adaptive Gradient Median Filter)

  • 최철완;김승환;김경식;강준길
    • 한국통신학회논문지
    • /
    • 제14권5호
    • /
    • pp.462-471
    • /
    • 1989
  • 제안된 국부적응 2차원 변화율 메디안 필터는 변화율의 추정치에 의해 필터를 출력 방법을 결정하여 경계를 손상시키지 않고 잡음을 제거하는 효과를 가진 4가지의 알고리즘으로서 Subfilter Size를 변형하면 Corner를 복원할 수 있고 평균 Subfilter 대신 중앙연상르 취하면 완벽한 Cornoer 복원이 된다. 실 영상에 적용하여 알고리즘의 성능이 경계를 흐리지 않고 잡음의 영향을 감소하는 효과를 확인하였다.

  • PDF

A New Approach For Off-Line Signature Verification Using Fuzzy ARTMAP

  • Hsn, Doowhan
    • 한국지능시스템학회논문지
    • /
    • 제5권4호
    • /
    • pp.33-40
    • /
    • 1995
  • This paper delas with the detection of freehand forgeries of signatures based on the averaged directional amplitudes of gradient vetor which are related to the overall shape of the handwritten signature and fuzzy ARTMAP neural network classifier. In the first step, signature images are extracted from the background by a process involving noise reduction and automatic thresholding. Next, twelve directional amplitudes of gradient vector for each pixel on the signature line are measure and averaged through the entire signature image. With these twelve averaged directional gradient amplitudes, the fuzzy ARTMAP neural network is trained and tested for the detection of freehand forgeries of singatures. The experimental results show that the fuzzy ARTMAP neural network cna lcassify a signature whether genuine or forged with greater than 95% overall accuracy.

  • PDF

새로운 공간경사를 사용한 시공간 경사법에 의한 운동경계 검출 및 이동벡터 추정 (Motion Boundary Detection and Motion Vector Estimation by spatio-temporal Gradient Method using a New Spatial Gradient)

  • 김이한;김성대
    • 전자공학회논문지B
    • /
    • 제30B권2호
    • /
    • pp.59-68
    • /
    • 1993
  • The motion vector estimation and motion boundary detection have been briskly studied since they are an important clue for analysis of object structure and 3-d motion. The purpose of this researches is more exact estimation, but there are two main causes to make inaccurate. The one is the erroneous measurement of gradients in brightness values and the other is the blurring of motion boundries which is caused by the smoothness constraint. In this paper, we analyze the gradient measurement error of conventional methods and propose new technique based on it. When the proposed method is applied to the motion boundary detection in Schunck and motion vector estimation in Horn & Schunck, it is shown to have much better performance than conventional method is some artificial and real image sequences.

  • PDF

전영역 탐색의 고속 움직임 예측에서 기울기 크기와 부 블록을 이용한 적응 매칭 스캔 알고리즘 (Adaptive Matching Scan Algorithm Based on Gradient Magnitude and Sub-blocks in Fast Motion Estimation of Full Search)

  • 김종남;최태선
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 1999년도 추계종합학술대회 논문집
    • /
    • pp.1097-1100
    • /
    • 1999
  • Due to the significant computation of full search in motion estimation, extensive research in fast motion estimation algorithms has been carried out. However, most of the algorithms have the degradation in predicted images compared with the full search algorithm. To reduce an amount of significant computation while keeping the same prediction quality of the full search, we propose a fast block-matching algorithm based on gradient magnitude of reference block without any degradation of predicted image. By using Taylor series expansion, we show that the block matching errors between reference block and candidate block are proportional to the gradient magnitude of matching block. With the derived result, we propose fast full search algorithm with adaptively determined scan direction in the block matching. Experimentally, our proposed algorithm is very efficient in terms of computational speedup and has the smallest computation among all the conventional full search algorithms. Therefore, our algorithm is useful in VLSI implementation of video encoder requiring real-time application.

  • PDF

COLOR CORRECTION METHOD USING GRAY GRADIENT BAR FOR MULTI-VIEW CAMERA SYSTEM

  • Jung, Jae-Il;Ho, Yo-Sung
    • 한국방송∙미디어공학회:학술대회논문집
    • /
    • 한국방송공학회 2009년도 IWAIT
    • /
    • pp.1-6
    • /
    • 2009
  • Due to the different camera properties of the multi-view camera system, the color properties of captured images can be inconsistent. This inconsistency makes post-processing such as depth estimation, view synthesis and compression difficult. In this paper, the method to correct the different color properties of multi-view images is proposed. We utilize a gray gradient bar on a display device to extract the color sensitivity property of the camera and calculate a look-up table based on the sensitivity property. The colors in the target image are converted by mapping technique referring to the look-up table. Proposed algorithm shows the good subjective results and reduces the mean absolute error among the color values of multi-view images by 72% on average in experimental results.

  • PDF

Two-Paralleled PWM Power Amplifiers to Generate Highly Precise Gradient Magnetic Fields in MRI Systems

  • Watanabe, Shuji;Boyagoda, Prasanna;Takano, Hiroshi;Nakaoka, Mutsuo
    • 전력전자학회:학술대회논문집
    • /
    • 전력전자학회 1998년도 Proceedings ICPE 98 1998 International Conference on Power Electronics
    • /
    • pp.569-574
    • /
    • 1998
  • This paper presents a two-paralleled 4 quadrant DC chopper type PWM power conversion circuit in order to generate a gradient magnetic field in the Magnetic Resonance Imaging (MRI) system. This power amplifier is connected in parallel with the conventional 4-quadrant DC chopper using IGBTs at their inputs/outputs to realize further high-power density, high speed current tracking control, and to get a low switching ripple amplitude in a controlled current in the Gradient Coils (GCs). Moreover, the power conversion circuit has to realize quick rise/fall response characteristics in proportion to various target currents in GCs. It is proposed in this paper that a unique control scheme can achieve the above objective. DSP-based control systems realize a high control facility and accuracy. It is proved that the new control system will greatly enlarge the diagnostic target and improve the image quality of MRI.

  • PDF

Gradient Vector Flow을 이용한 의료영상 분할 (Medical Image Segmental ion using Gradient Vector Plow)

  • 김진철;김종욱;이배호;정태웅
    • 한국정보과학회:학술대회논문집
    • /
    • 한국정보과학회 2002년도 가을 학술발표논문집 Vol.29 No.2 (2)
    • /
    • pp.478-480
    • /
    • 2002
  • 영상 분할은 임상에서의 진단과 분석 및 3차원 가시화를 위해 선행되어야 할 필수 과정이다. 의료영상은 영상이 가지는 데이터 자체의 고유한 제약들과 해부학적 변이성 때문에 영상분할에 어려움이 있다. 본 논문에서는 의료영상의 분할을 위해 스네이크의 새로운 외부 힘으로 Gradient Vector Flow(GVF)를 이용한 방법을 제안한다. 제안된 방법은 2차원 의료영상에서 에지 맵(edge map)을 구하고, GVF을 계산하여 스네이크의 경계선과 같이 관심 있는 특징의 에너지 함수가 최소가 되는 GVF 스네이크(snake)를 구한다. 제안된 방법을 초음파영상과 자기공명영상 같은 의료영상의 분할에 적용한 결과 기존의 스네이크와 달리 잡음이나 오목한 부분이 있는 객체들을 성공적으로 분할하였다.

  • PDF