no code implementations • 16 Jan 2024 • Chandrika Saha, Md Mostafijur Rahman
The recognition task of Bangla handwritten characters is especially challenging because of the cursive nature of Bangla characters and the presence of compound characters with more than one way of writing.
1 code implementation • 24 Oct 2023 • Md Mostafijur Rahman, Radu Marculescu
The encoder utilizes the self-attention mechanism to capture long-range dependencies, while the decoder refines the feature maps preserving long-range information due to the global receptive fields of the graph convolution block.
Ranked #1 on Retinal Vessel Segmentation on DRIVE (Specificity metric)
1 code implementation • 29 Mar 2023 • Md Mostafijur Rahman, Radu Marculescu
Transformers have shown great success in medical image segmentation.
1 code implementation • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2023 • Md Mostafijur Rahman, Radu Marculescu
To address this issue, we propose a novel attention-based decoder, namely CASCaded Attention DEcoder (CASCADE), which leverages the multiscale features of hierarchical vision transformers.
Ranked #3 on Polyp Segmentation on Kvasir-SEG