BanglaNet: Bangla Handwritten Character Recognition using Ensembling of Convolutional Neural Network

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.

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation

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.

Image Segmentation Retinal Vessel Segmentation +2

Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation

1 code implementation • 29 Mar 2023 • Md Mostafijur Rahman, Radu Marculescu

Transformers have shown great success in medical image segmentation.

Image Segmentation Medical Image Segmentation +2

Medical Image Segmentation via Cascaded Attention Decoding

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.

Image Segmentation Medical Image Segmentation +1