3 papers
cs.CV2026
Beyond Weak Labels: Prompt-Guided Local Refinement for Weakly Supervised Water Segmentation in High-Resolution Multispectral Imagery
Muhammad Farhan Humayun, Mohammad Imangholiloo, Afifah Shah +2
High-resolution water mapping supports environmental monitoring and related applications, but accurate pixel-level labels are difficult and costly to produce. Official hydrographic…
cs.CV2026
FiLM-GPNet: Geometry-Aware Pseudo-Supervised Phase Restoration with Zero-Shot Generalization for Large Temporal InSAR Stacks
Getnet Demil, Muhammad Farhan Humayun, Tomi Westerlund +2
The growing availability of dense commercial Synthetic Aperture Radar (SAR) time series enables temporal Interferometric SAR (InSAR) analysis, but fixed classical filters fail unde…
cs.CV2025
Focus Your Attention: Towards Data-Intuitive Lightweight Vision Transformers
Suyash Gaurav, Muhammad Farhan Humayun, Jukka Heikkonen +1
The evolution of Vision Transformers has led to their widespread adaptation to different domains. Despite large-scale success, there remain significant challenges including their r…