Publikace ZČU / UWB Publications

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Qadri, Juwaria , Jothi, J. Angel Arul
ECNNXAI: Ensembled CNNs with eXplainable Artificial Intelligence for Colon Histopathology Image Classification

Colon cancer is ranked as the third most commonly diagnosed cancer and second for causing the most cancer related deaths. Histopathology is a crucial diagnostic tool for cancer since it enables the microscopic analysis of tissue samples to pinpoint abnormal cells, to identify the&#...

Bartolovic, Eduard , Höfer, Tobias , Hage, Clemens , Nischwitz, Alfred
From Sources to Solutions: Enhancing Object Detection Models through Synthetic Data

Object detection, a fundamental task in computer vision, plays a crucial role in various applications such as au tonomous driving, surveillance, and robotics. However, training models for this task require vast amounts of high-quality data, often involving labor-intensive manual labeling. Synthet...

Ohi, Abu Quwsar , Gavrilova, Marina
LVCluster: Bounded Clustering using Laguerre Voronoi Diagram

Clustering, a fundamental technique in unsupervised learning, identifies similar groups within a dataset. However, clustering algorithms encounter limitations when requiring a predetermined number of clusters/centroids/labels. This paper proposes a novel approach of clustering by integrating concept...

Schmidt, Christian , Overhoff, Heinrich Martin
Deep learning-based classification of breast tumors using selected subregions of lesions in sonograms

Breast cancer, a prevalent disease among women, demands early detection for better clinical outcomes. While mammography is widely used for breast cancer screening, its limitation in e.g., dense breast tissue necessitates additional diagnostic tools. Ultrasound breast imaging provides valuable tumor&#x...

Ako, Joel E. , Nzi, Camille E. , Kpalma, Kidiyo
Cocoa beans moisture content prediction using Machine Learning Model, based on the color image features

The moisture content of cocoa beans is an essential factor in their quality. Modeling it during drying is still problematic due to the wide variation in drying conditions and the wide variation in cocoa bean varieties. This article aims to investigate the possibility of modeli...