5 papers
Supersampling Stable Diffusion and Beyond: A Seamless, Training-Free Approach for Scaling Neural Networks Using Common Interpolation Methods
Md Abu Obaida Zishan, Jannatun Noor, Annajiat Alim Rasel
Stable Diffusion (SD) has evolved DDPM (Denoising Diffusion Probabilistic Model) based image generation significantly by denoising in latent space instead of feature space. This po…
A Comparative Performance Analysis of Classification and Segmentation Models on Bangladeshi Pothole Dataset
Antara Firoz Parsa, S. M. Abdullah, Anika Hasan Talukder +4
The study involves a comprehensive performance analysis of popular classification and segmentation models, applied over a Bangladeshi pothole dataset, being developed by the author…
Aerial Flood Scene Classification Using Fine-Tuned Attention-based Architecture for Flood-Prone Countries in South Asia
Ibne Hassan, Aman Mujahid, Abdullah Al Hasib +4
Countries in South Asia experience many catastrophic flooding events regularly. Through image classification, it is possible to expedite search and rescue initiatives by classifyin…
Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation
Md. Farhadul Islam, Sarah Zabeen, Meem Arafat Manab +7
The majority of medical images, especially those that resemble cells, have similar characteristics. These images, which occur in a variety of shapes, often show abnormalities in th…
Spatially Optimized Compact Deep Metric Learning Model for Similarity Search
Md. Farhadul Islam, Md. Tanzim Reza, Meem Arafat Manab +3
Spatial optimization is often overlooked in many computer vision tasks. Filters should be able to recognize the features of an object regardless of where it is in the image. Simila…