Enhanced Gabor (E-Gabor), Hypersphere-based normalization and Pearson General Kernel-based discriminant analysis for dimension reduction and classification of facial emotions. - A. Sherly Alphonse; Dejey Dharma (Expert Syst. Appl., 2017)

A novel Monogenic Directional Pattern (MDP) and pseudo-Voigt kernel for facilitating the identification of facial emotions. - A. Sherly Alphonse; Dejey Dharma (J. Vis. Commun. Image Represent., 2017)

Novel directional patterns and a Generalized Supervised Dimension Reduction System (GSDRS) for facial emotion recognition. - A. Sherly Alphonse; Dejey Dharma (Multim. Tools Appl., 2018)

A novel maximum and minimum response-based Gabor (MMRG) feature extraction method for facial expression recognition. - A. Sherly Alphonse; M. S. Starvin (Multim. Tools Appl., 2019)

A novel and efficient approach for the classification of skin melanoma. - A. Sherly Alphonse; M. S. Starvin (J. Ambient Intell. Humaniz. Comput., 2021)

Enhancing Context-Aware Recommendation Using Hesitant Fuzzy Item Clustering by Stacked Autoencoder Based Smoothing Technique. - Shanmugasundaram Abinaya; M. K. Kavitha Devi; A. Sherly Alphonse (Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2022)

Cascading Autoencoder With Attention Residual U-Net for Multi-Class Plant Leaf Disease Segmentation and Classification. - Shanmugasundaram Abinaya; Kandagatla Uttej Kumar; A. Sherly Alphonse (IEEE Access, 2023)

Enhancing Context-Aware Recommendation Using Trust-Based Contextual Attentive Autoencoder. - Shanmugasundaram Abinaya; A. Sherly Alphonse; S. Abirami; M. K. Kavitha Devi (Neural Process. Lett., 2023)

Alibaba and forty thieves algorithm and novel Prioritized Prewitt Pattern(PPP)-based convolutional neural network (CNN) using hyperspherically compressed weights for facial emotion recognition. - A. Sherly Alphonse; Shanmugasundaram Abinaya; S. Abirami (J. Vis. Commun. Image Represent., 2023)

Enhanced Image Captioning Using Bahdanau Attention Mechanism and Heuristic Beam Search Algorithm. - Shanmugasundaram Abinaya; Mandava Deepak; A. Sherly Alphonse (IEEE Access, 2024)

Classification of anti-oxidant proteins using novel physiochemical and conjoint-quad (PCQ) feature composition. - A. Sherly Alphonse; N. Ani Brown Mary (Multim. Tools Appl., 2024)

Pain assessment from facial expression images utilizing Statistical Frei-Chen Mask (SFCM)-based features and DenseNet. - A. Sherly Alphonse; Shanmugasundaram Abinaya; Nishant Kumar (J. Cloud Comput., 2024)

Enhanced Emotion-Aware Conversational Agent: Analyzing User Behavioral Status for Tailored Reponses in Chatbot Interactions. - Shanmugasundaram Abinaya; K. S. Ashwin; A. Sherly Alphonse (IEEE Access, 2025)

Improved data labelling method for news headlines classification in cloud environment. - A. Sherly Alphonse; S. Abinaya; Nirvik Verma (Connect. Sci., 2025)

Enhancing colour and brush stroke pattern recognition for stable abstract art generation using modified deep convolutional GANs. - Srinitish Srinivasan; Varenya Pathak; Abirami S; A. Sherly Alphonse; Sakthivel Gnanasekaran (Intell. Decis. Technol., 2025)