Content-Based Microscopic Image Retrieval System for Multi-Image Queries

Content-Based Microscopic Image Retrieval System for Multi-Image Queries

Abstract:-

In this paper, we describe the design and development of a multitiered content-based image retrieval (CBIR) system for microscopic images utilizing a reference database that contains images of more than one disease. The proposed CBIR system uses a multitiered approach to classify and retrieve microscopic images involving their specific subtypes, which are mostly difficult to discriminate and classify. This system enables both multi-image query and slide-level image retrieval in order to protect the semantic consistency among the retrieved images. New weighting terms, inspired from information retrieval theory, are defined for multiple-image query and retrieval. The performance of the system was tested on a dataset including 1666 imaged high power fields extracted from 57 follicular lymphoma (FL) tissue slides with three subtypes and 44 neuroblastoma (NB) tissue slides with four subtypes. Each slide is semantically annotated according to their subtypes by expert pathologists. By using leave-one-slide out testing scheme, the multi-image query algorithm with the proposed weighting strategy achieves about 93% and 86% of average classification accuracy at the first rank retrieval, outperforming the image-level retrieval accuracy by about 38 and 26 percentage points, for FL and NB diseases, respectively.

Language : Matlab

Domain   : Image Processing

Contact  : 04652 - 402011

Price      :12,000/-

Email ID : Contact@nanosoftwares.com

Leakage Current Reduction in a Single-Phase Bidirectional AC–DC Full-Bridge Inverter

Leakage Current Reduction in a Single-Phase Bidirectional AC–DC Full-Bridge Inverter

Abstract:-

The leakage current in grid-interface converter systems presents a considerable issue in regard to safety and efficiency. The full-bridge inverter is a well-accepted topology in single-phase power conversion applications. The high-frequency pulse width modulation (PWM) modulation schemes are normally applied to the full-bridge topology for smaller ac filter size, which, however, generates a high-frequency dc-side leakage current, resulting in an enormous negative impact on dc components, such as photovoltaic panels and energy storage elements. In this paper, a modified full-bridge inverter topology to reduce the dc-side leakage current as well as to mitigate the ac-side common-mode electromagnetic interference noise is presented. Several considerations are discussed, such as the PWM modulation and filter design. Compared to the other existing methods, the proposed solution provides a reliable performance for bidirectional operation,minimum
additional components, low cost, and a simple design process.

Language : Matlab
Domain    : Power electronics converted 
Contact    : 04652 - 402011
Price        :  12,000/-
E-mail.ID : Contact@nanosoftwares.com

Congestion Aware Media Independent Handover

Abstract:-

congestion aware media independent handover

Language : Matlab

 Domain  : Wireless sensor