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Lightweight Transformer Framework for Weakly Supervised Semantic Segmentation
Ali Torabi, Sanjog Gaihre, Yaqoob Majeed
Weakly supervised semantic segmentation (WSSS) must learn dense masks from noisy, under-specified cues. We revisit the SegFormer decoder and show that three small, synergistic chan…
Localized Region Guidance for Class Activation Mapping in WSSS
Ali Torabi, Sanjog Gaihre, MD Mahbubur Rahman +1
Weakly Supervised Semantic Segmentation (WSSS) addresses the challenge of training segmentation models using only image-level annotations. Existing WSSS methods struggle with preci…
Automated Tomato Maturity Estimation Using an Optimized Residual Model with Pruning and Quantization Techniques
Muhammad Waseem, Chung-Hsuan Huang, Muhammad Muzzammil Sajjad +4
Tomato maturity plays a pivotal role in optimizing harvest timing and ensuring product quality, but current methods struggle to achieve high accuracy along computational efficiency…