activity
20222026
most citedFrom Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities

90 citations · 135 across the 12 of their papers we have counts for

collaborators

12 papers

cs.CV2026

Orthogonal Polynomial Approximation for Matrix Log Normalization in Global Covariance Pooling

Md Rifat Ur Rahman, Md Raihan Khan, Md Sakib Hossain Shovon +2

Global Covariance Pooling (GCP) improves deep networks by capturing second-order feature statistics, and is especially effective for fine-grained recognition. Because covariance ma…

cs.LG2026

I-SplineFlow: Learning Monotone Spline Stochastic Interpolant Schedulers for Few-Step Generation

Md Sakib Hossain Shovon, Md Rifat Ur Rahman, Md Abtahi Majeed Chowdhury +3

Few-step generation with pretrained diffusion and flow models can be accelerated by lightweight training that optimizes the sampling trajectory rather than the network. A recent ap…

cs.CV2025

KDC-Diff: A Latent-Aware Diffusion Model with Knowledge Retention for Memory-Efficient Image Generation

Md. Naimur Asif Borno, Md Sakib Hossain Shovon, Asmaa Soliman Al-Moisheer +1

The growing adoption of generative AI in real-world applications has exposed a critical bottleneck in the computational demands of diffusion-based text-to-image models. In this wor…

cs.CV2025

Decentralized LoRA augmented transformer with multi-scale feature learning for secured eye diagnosis

Md. Naimur Asif Borno, Md Sakib Hossain Shovon, MD Hanif Sikder +3

Accurate and privacy-preserving diagnosis of ophthalmic diseases remains a critical challenge in medical imaging, particularly given the limitations of existing deep learning model…

cs.CV2023★ 90 cited

From Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities

Md Farhan Ishmam, Md Sakib Hossain Shovon, M. F. Mridha +1

The multimodal task of Visual Question Answering (VQA) encompassing elements of Computer Vision (CV) and Natural Language Processing (NLP), aims to generate answers to questions on…

cs.AI2023★ 6 cited

A Comprehensive Review of AI-enabled Unmanned Aerial Vehicle: Trends, Vision , and Challenges

Osim Kumar Pal, Md Sakib Hossain Shovon, M. F. Mridha +1

In recent years, the combination of artificial intelligence (AI) and unmanned aerial vehicles (UAVs) has brought about advancements in various areas. This comprehensive analysis ex…

cs.LG2023

BaitBuster-Bangla: A Comprehensive Dataset for Clickbait Detection in Bangla with Multi-Feature and Multi-Modal Analysis

Abdullah Al Imran, Md Sakib Hossain Shovon, M. F. Mridha

This study presents a large multi-modal Bangla YouTube clickbait dataset consisting of 253,070 data points collected through an automated process using the YouTube API and Python w…

cs.CV2023

Addressing Uncertainty in Imbalanced Histopathology Image Classification of HER2 Breast Cancer: An interpretable Ensemble Approach with Threshold Filtered Single Instance Evaluation (SIE)

Md Sakib Hossain Shovon, M. F. Mridha, Khan Md Hasib +3

Breast Cancer (BC) is among women's most lethal health concerns. Early diagnosis can alleviate the mortality rate by helping patients make efficient treatment decisions. Human Epid…

cs.LG2023★ 38 cited

Big Data$\unicode{x2013}$Supply Chain Management Framework for Forecasting: Data Preprocessing and Machine Learning Techniques

Md Abrar Jahin, Md Sakib Hossain Shovon, Jungpil Shin +2

This article intends to systematically identify and comparatively analyze state-of-the-art supply chain (SC) forecasting strategies and technologies. A novel framework has been pro…

cs.LG2023

QAmplifyNet: Pushing the Boundaries of Supply Chain Backorder Prediction Using Interpretable Hybrid Quantum-Classical Neural Network

Md Abrar Jahin, Md Sakib Hossain Shovon, Md. Saiful Islam +3

Supply chain management relies on accurate backorder prediction for optimizing inventory control, reducing costs, and enhancing customer satisfaction. However, traditional machine-…

eess.IV2022★ 1 cited

convoHER2: A Deep Neural Network for Multi-Stage Classification of HER2 Breast Cancer

M. F. Mridha, Md. Kishor Morol, Md. Asraf Ali +1

Generally, human epidermal growth factor 2 (HER2) breast cancer is more aggressive than other kinds of breast cancer. Currently, HER2 breast cancer is detected using expensive medi…

cs.CV2022

Shapes2Toon: Generating Cartoon Characters from Simple Geometric Shapes

Simanta Deb Turja, Mohammad Imrul Jubair, Md. Shafiur Rahman +3

Cartoons are an important part of our entertainment culture. Though drawing a cartoon is not for everyone, creating it using an arrangement of basic geometric primitives that appro…