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…