Feature selection for facial emotion recognition using cosine similarity-based harmony search algorithm

S Saha, M Ghosh, S Ghosh, S Sen, PK Singh… - Applied Sciences, 2020 - mdpi.com
Nowadays, researchers aim to enhance man-to-machine interactions by making
advancements in several domains. Facial emotion recognition (FER) is one such domain in …

A non-parametric binarization method based on ensemble of clustering algorithms

SK Bera, S Ghosh, S Bhowmik, R Sarkar… - Multimedia Tools and …, 2021 - Springer
Binarization of document images still attracts the researchers especially when degraded
document images are considered. This is evident from the recent Document Image …

Language-invariant novel feature descriptors for handwritten numeral recognition

S Ghosh, A Chatterjee, PK Singh, S Bhowmik… - The Visual …, 2021 - Springer
Numeral recognition is treated as a benchmark research problem as this is a basic module
for designing a comprehensive optical character recognition system. In this context …

Outlier detection using an ensemble of clustering algorithms

B Ray, S Ghosh, S Ahmed, R Sarkar… - Multimedia Tools and …, 2022 - Springer
Outlier detection is an important research area in the field of machine learning and data
science. The presence of outliers in a dataset limits its true usefulness in a real-life scenario …

Unsupervised document image binarization using a system of nonlinear partial differential equations

BA Jacobs, T Celik - Applied Mathematics and Computation, 2022 - Elsevier
Partial differential equations have recently been established as a viable framework for
image processing, particularly for image binarization. One drawback of this framework is the …

U-Net versus Pix2Pix: a comparative study on degraded document image binarization

A Basu, R Mondal, S Bhowmik… - Journal of Electronic …, 2020 - spiedigitallibrary.org
Document image binarization is the process in which pixels in a document image are
classified into two groups—foreground and background. This process becomes challenging …

Event and activity recognition in video surveillance for cyber-physical systems

S Bhaumik, P Jana, PP Mohanta - … of Cyber Physical System and IoT in …, 2021 - Springer
In this chapter, we aim to aid the development of Cyber-Physical Systems (CPS) in
automated understanding of events and activities in various applications of video …

An ensemble approach to outlier detection using some conventional clustering algorithms

A Saha, A Chatterjee, S Ghosh, N Kumar… - Multimedia Tools and …, 2021 - Springer
Outlier detection is an important requirement in data mining and machine learning. When
data mining and machine learning algorithms are applied on the datasets with outliers, it …

Document Image Binarization

S Bhowmik - Document Layout Analysis, 2023 - Springer
Documents often get affected by noise due to various issues like casual handling occurred
during storing, or image acquisition processes. These noises not only affect the quality of the …

Recent trends in 2d object detection and applications in video event recognition

P Jana, PP Mohanta - Advancement of Deep Learning and its …, 2023 - taylorfrancis.com
Object detection serves as a significant step in improving performance of complex
downstream computer vision tasks. It has been extensively studied for many years now and …