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Saad Wazir

2 papers indexed

arxivcs.CV2026-07-02

HistoSeg++: Delving deeper with attention and multiscale feature fusion for biomarker segmentation

Saad Wazir, Rao Faizan, Daeyoung Kim

Segmentation of biomarkers in medical images is frequently viewed as a first step towards medical image analysis in any bioinformatics or biomedical application. Despite progress, existing methods still struggle to capture information at multiple scales and to perform upsampling…

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arxivcs.CV2026-07-01

MedCAGD: Context-Aware Gated Decoder for Efficient Medical Image Segmentation

Saad Wazir, Patrick Dominique Vibild, Dinh Phu Tran, Seongah Kim, Daeyoung Kim

Medical image segmentation relies on the ability of encoder-decoder architectures to translate rich feature representations into accurate pixel-level predictions under challenging conditions such as low contrast, structural ambiguity, and scale variability. While recent advances…

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