1 code implementation • 6 Dec 2023 • Risab Biswas, Swalpa Kumar Roy, Umapada Pal
Instead of using a simple ViT and hard splitting of images for the document image enhancement task, we employed a progressive tokenization technique to capture this local information from an image to achieve more effective results.
no code implementations • 6 Dec 2023 • Risab Biswas, Swalpa Kumar Roy, Ning Wang, Umapada Pal, Guang-Bin Huang
Instead of using a simple vision transformer block to extract information from the image patches, the proposed architecture uses two transformer blocks for greater coverage of the extracted feature space on a global and local scale.
2 code implementations • 12 Aug 2023 • Risab Biswas
In the field of medical image segmentation, polyp segmentation holds a position of high importance, thus creating a model which is robust and precise is quite challenging.
Ranked #30 on Medical Image Segmentation on CVC-ClinicDB
1 code implementation • Preprint 2023 • Risab Biswas, Swalpa Kumar Roy, Umapada Pal
Instead of using a simple ViT and hard splitting of images for the document image enhancement task, we employed a progressive tokeniza-tion technique to capture this local information from an image for achieving more effective results.
Ranked #1 on Binarization on H-DIBCO 2012