Article

LeukoSegmenter: A Double Encoder-decoder Based Network for Leukocyte Segmentation From Blood Smear Images

2021-10-26

Abstract excerpt

<title>Abstract</title> <p>Segmentation of blood cells is a prerequisite step in automated morphological analysis of blood smear images, cell count determination and diagnosis of various diseases such as leukemia. It is extremely challenging due to different sizes, shapes, morphological characteristics and overlapping of blood cells. Due to its complicated nature, it is generally performed as a sequence of steps....

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 5b383686-8462-5888-b316-859f14e677f5
DOI: 10.21203/rs.3.rs-997876/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

LeukoSegmenter: A Double Encoder-decoder Based Network for Leukocyte Segmentation From Blood Smear ImagesDOI 10.21203/rs.3.rs-997876/v1Read

Segmentation and Classification of White Blood SMEAR Images using Modified CNN ArchitectureSemantic proximity Read

LM-UNet: Lateral MLP Augmented U-Net for Medical Image SegmentationSemantic proximity Read

Segmentation and Classification of White Blood Cells Using the UNetSemantic proximity Read

CMM-Net: Contextual Multi-Scale Multi-Level Network for Efficient Biomedical Image SegmentationSemantic proximity Read

A Lightweight Hybrid CNN–CBAM Model for Multistage Acute Lymphoblastic Leukemia Classification from Peripheral Blood Smear ImagesSemantic proximity Read

Different U-Net Variants for Segmentation of Histological Breast Images: An Analytical ComparisonSemantic proximity Read

GWO-Based Fed-UNet-CNN Model for Leukocyte Classification Across Developmental StagesSemantic proximity Read

Nuclei Segmentation in Hematoxylin & Eosin- stained Tissue Images Using U-Net-based ModelsSemantic proximity Read

White Blood Cell Segmentation for Acute Leukemia Bone Marrow ImagesSemantic proximity Read

An Automated Pipeline for Differential Cell Counts on Whole-Slide Bone Marrow Aspirate SmearsSemantic proximity Read

CellBinDB: A Large-Scale Multimodal Annotated Dataset for Cell Segmentation with Benchmarking of Universal ModelsSemantic proximity Read

DAMMGA-Net: Direction-Aware Attention with Genetic Algorithm-Optimized Loss for Retinal Vessel SegmentationSemantic proximity Read