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MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation [article]

Abhishek Srivastava, Debesh Jha, Sukalpa Chanda, Umapada Pal, Håvard D. Johansen, Dag Johansen, Michael A. Riegler, Sharib Ali, Pål Halvorsen
2022 arXiv   pre-print
In this paper, we propose a novel architecture called Multi-Scale Residual Fusion Network (MSRF-Net), which is specially designed for medical image segmentation.  ...  The proposed MSRF-Net is able to exchange multi-scale features of varying receptive fields using a Dual-Scale Dense Fusion (DSDF) block.  ...  Components of our MSRF-Net, a) Proposed Dual-Scale Dense Fusion (DSDF) block and b) Multi-Scale Residual Fusion (MSRF).  ... 
arXiv:2105.07451v2 fatcat:npttu6ylrnespb6pp5dohjp7ta

MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation

Abhishek Srivastava, Debesh Jha, Sukalpa Chanda, Umapada Pal, Havard Johansen, Dag Johansen, Michael Riegler, Sharib Ali, Pal Halvorsen
2021 IEEE journal of biomedical and health informatics  
In this paper, we propose a novel architecture called Multi-Scale Residual Fusion Network (MSRF-Net), which is specially designed for medical image segmentation.  ...  The proposed MSRF-Net is able to exchange multi-scale features of varying receptive fields using a Dual-Scale Dense Fusion (DSDF) block.  ...  .: MSRF-NET: A MULTI-SCALE RESIDUAL FUSION NETWORK FOR BIOMEDICAL IMAGE SEGMENTATION  ... 
doi:10.1109/jbhi.2021.3138024 pmid:34941539 fatcat:nup65lzcl5dlflvgzv4tf7uosi

GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation [article]

Abhishek Srivastava, Sukalpa Chanda, Debesh Jha, Umapada Pal, Sharib Ali
2021 arXiv   pre-print
We address this generalizability issue by proposing a global multi-scale residual fusion network (GMSRF-Net).  ...  Our proposed network maintains high-resolution representations while performing multi-scale fusion operations for all resolution scales.  ...  Building upon these concepts we aim to increase generalizability of polyp segmentation task under different clinical settings by introducing a global multi-scale residual fusion network "GMSRF-Net".  ... 
arXiv:2111.10614v1 fatcat:aa7vidsoofcgvlb2o4t4zepjf4