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20242026
most citedMedical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention

34 citations · 42 across the 14 of their papers we have counts for

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5 papers · 1 filter

cs.CV2025

CLIP-SVD: Efficient and Interpretable Vision-Language Adaptation via Singular Values

Taha Koleilat, Hassan Rivaz, Yiming Xiao

Vision-language models (VLMs) like CLIP have shown impressive zero-shot and few-shot learning capabilities across diverse applications. However, adapting these models to new fine-g…

eess.IV2025

DINOMotion: advanced robust tissue motion tracking with DINOv2 in 2D-Cine MRI-guided radiotherapy

Soorena Salari, Catherine Spino, Laurie-Anne Pharand +4

Accurate tissue motion tracking is critical to ensure treatment outcome and safety in 2D-Cine MRI-guided radiotherapy. This is typically achieved by registration of sequential imag…

eess.IV2025

Weakly Supervised Intracranial Aneurysm Detection and Segmentation in MR angiography via Multi-task UNet with Vesselness Prior

Erin Rainville, Amirhossein Rasoulian, Hassan Rivaz +1

Intracranial aneurysms (IAs) are abnormal dilations of cerebral blood vessels that, if ruptured, can lead to life-threatening consequences. However, their small size and soft contr…

cs.CV2025

TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound

Pascal Spiegler, Taha Koleilat, Arash Harirpoush +4

Pancreatic cancer carries a poor prognosis and relies on endoscopic ultrasound (EUS) for targeted biopsy and radiotherapy. However, the speckle noise, low contrast, and unintuitive…

cs.CV2025★ 34 cited

Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention

Omid Nejati Manzari, Hojat Asgariandehkordi, Taha Koleilat +2

Convolutional networks, transformers, hybrid models, and Mamba-based architectures have demonstrated strong performance across various medical image classification tasks. However,…