Waqas Ahmed
Doctoral Researcher
School of Computing, Faculty of Science, Forestry and Technology
[email protected] | +358 50 302 0416
Publications
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Spindle-AttnUNet: An Annotation-Aware Dual-Input Attention-Gated 1D U-Net for Subject-Independent N2 Sleep Spindle Segmentation
Ahmed, Waqas; Haataja, Keijo; Toivanen, Pekka, 2026, Neuroscience informatics, 6, 4, 100295. A1 Journal article (refereed), original research -
Towards Sleep Spindle Detection: A Comparative Survey of State-of-the-Art, Challenges and Future Research
Ahmed, Waqas; Toivanen, Pekka; Haataja, Keijo, 2025, IEEE access, 13, 182821-182845. A1 Journal article (refereed), original research