Heart Segmentation

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

11 shown of 11 papers with code (30 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers
  9 Oct 2023 2 repositories listed
  In this work, we propose a simple framework to achieve fair image segmentation of multiple modalities using a single conditional model that adapts its normalization layers based on the input type, trained with…
• Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation
  12 Apr 2021 2 repositories listed
  Deep learning methods have reached state-of-the-art performance in cardiac image segmentation.
• Multimodal Information Interaction for Medical Image Segmentation
  25 Apr 2024 1 repository listed
  To address this issue, we introduce an innovative Multimodal Information Cross Transformer (MicFormer), which employs a dual-stream architecture to simultaneously extract features from each modality.
• FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation
  7 Apr 2024 1 repository listed
  Adapting a medical image segmentation model to a new domain is important for improving its cross-domain transferability, and due to the expensive annotation process, Unsupervised Domain Adaptation (UDA) is appealing…
• nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance
  29 Sep 2023 1 repository listed
  To combine the strengths of foundational and domain-specific models, we propose nnSAM, integrating SAM's robust feature extraction with nnUNet's automatic configuration to enhance segmentation accuracy on small datasets.
• MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimation
  28 Jun 2020 1 repository listed
  Current deep-learning-based registration algorithms often exploit intensity-based similarity measures as the loss function, where dense correspondence between a pair of moving and fixed images is optimized through…
• Heart Segmentation From MRI Scans Using Convolutional Neural Network
  21 Nov 2019 1 repository listed
  Heart is one of the vital organs of human body.
• Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent Data
  20 Sep 2019 1 repository listed
  Three-dimensional medical image segmentation is one of the most important problems in medical image analysis and plays a key role in downstream diagnosis and treatment.
• CFUN: Combining Faster R-CNN and U-net Network for Efficient Whole Heart Segmentation
  12 Dec 2018 1 repository listed
  In this paper, we propose a novel heart segmentation pipeline Combining Faster R-CNN and U-net Network (CFUN).
• Segmentation of Drosophila Heart in Optical Coherence Microscopy Images Using Convolutional Neural Networks
  5 Mar 2018 1 repository listed
  Convolutional neural networks are powerful tools for image segmentation and classification.
• Globally Tuned Cascade Pose Regression via Back Propagation with Application in 2D Face Pose Estimation and Heart Segmentation in 3D CT Images
  30 Mar 2015 1 repository listed
  We empirically show that global training with BP outperforms layer-wise (pre-)training.