Gajjala Lilly Rani

Image Processing from Handcrafted Operators to Foundation Models: A Critical Review of Methods, Applications and Recent Advances

Ankatwar Gajanan, Narote Preetham, Gajjala Lilly Rani, Alurwad Tripat Venkatreddy & K Krunal Yadav · Advances in Research · 2026

Digital image processing has evolved from deterministic operators designed around explicit assumptions to data-driven systems that learn representations, priors and decision rules from large image collections. This transition has improved performance in restoration, segmentation,...

Open access Research Article 10.9734/air/2026/v27i51693

Multimodal Emotion Recognition Using Explainable Hybrid CNN-Transformer Networks

Narote Preetham, Alurwad Tripat Venkatreddy, K. Krunal Yadav, Ankatwar Gajanan & Gajjala Lilly Rani · Asian Journal of Research in Computer Science · 2026

Emotion recognition is central to affective computing because it enables intelligent systems to perceive and respond to human affective states in domains such as healthcare, education, customer service, and human–computer interaction. However, unimodal methods based solely on fac...

Open access Research Article 10.9734/ajrcos/2026/v19i7878