6 papers · 1 filter
TFFM: Topology-Aware Feature Fusion Module via Latent Graph Reasoning for Retinal Vessel Segmentation
Iftekhar Ahmed, Shakib Absar, Aftar Ahmad Sami +3
Precise segmentation of retinal arteries and veins carries the diagnosis of systemic cardiovascular conditions. However, standard convolutional architectures often yield topologica…
Visual Bias and Interpretability in Deep Learning for Dermatological Image Analysis
Enam Ahmed Taufik, Abdullah Khondoker, Antara Firoz Parsa +1
Accurate skin disease classification is a critical yet challenging task due to high inter-class similarity, intra-class variability, and complex lesion textures. While deep learnin…
Enhancing Satellite Object Localization with Dilated Convolutions and Attention-aided Spatial Pooling
Seraj Al Mahmud Mostafa, Chenxi Wang, Jia Yue +2
Object localization in satellite imagery is particularly challenging due to the high variability of objects, low spatial resolution, and interference from noise and dominant featur…
Efficient Leaf Disease Classification and Segmentation using Midpoint Normalization Technique and Attention Mechanism
Enam Ahmed Taufik, Antara Firoz Parsa, Seraj Al Mahmud Mostafa
Enhancing plant disease detection from leaf imagery remains a persistent challenge due to scarce labeled data and complex contextual factors. We introduce a transformative two-stag…
YOLO based Ocean Eddy Localization with AWS SageMaker
Seraj Al Mahmud Mostafa, Jinbo Wang, Benjamin Holt +1
Ocean eddies play a significant role both on the sea surface and beneath it, contributing to the sustainability of marine life dependent on oceanic behaviors. Therefore, it is cruc…
gWaveNet: Classification of Gravity Waves from Noisy Satellite Data using Custom Kernel Integrated Deep Learning Method
Seraj Al Mahmud Mostafa, Omar Faruque, Chenxi Wang +3
Atmospheric gravity waves occur in the Earths atmosphere caused by an interplay between gravity and buoyancy forces. These waves have profound impacts on various aspects of the atm…