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Research Centers and Labs

Signal Processing Research Group (SPRG) Laboratory

Signal Processing Research Group (SPRG) Laboratory works in speech processing, biomedical signal, and image processing. Machine learning (ML) algorithms and their applications in real-world problems are extensively studied. Recently, the group has emphasized research in computer-aided breast cancer diagnosis systems using mammography and histopathology images.

Here is an overview of the group and the list of ongoing research projects

Machine learning

  • Data mining and feature extraction methods
  • DNNs, CNNs, ANNs, SVMs, KNN, and Fuzzy logic frameworks
  • Computer-aided diagnosis (CAD) systems
  • Pattern recognition algorithms

Speech and audio signal processing applications

  • Accent, age, and gender recognition using speech signals
  • Speaker verification and identification systems
  • Audio surveillance systems
  • Non-speech environmental sound classification

Image processing applications

  • Computer vision
  • Image segmentation algorithms for MRI, MRA, CT-scan, and ultrasound images
  • Classification of benign and malignant breast lesions
  • Blood vessel segmentation in retinal images
  • Alzheimer’s disease (AD)
  • Age and gender recognition from wild face images

Biomedical signal processing applications

  • Analysis of Electroencephalogram (EEG) measurements during short-term memory retention
  • Emotion recognition

Teaching and mentoring

  • Curriculum development (Fairchild Magnet Schools, School of Education, and School of Engineering)
  • Mentoring new faculty and students
  • Advising undergraduate and graduate students
  • ABET accreditation
  • K-12 STEM Outreach programs

Based out of University of Bridgeport, the SPRG group welcomes researchers and highly motivated, hard-working students who would like to collaborate. If you are interested in joining our group, please contact us at bbarkana@bridgeport.edu.

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