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08/30/2022
Compound Figure Separation of Biomedical Images: Mining Large Datasets for Self-supervised Learning
With the rapid development of self-supervised learning (e.g., contrastiv...
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05/31/2022
Glo-In-One: Holistic Glomerular Detection, Segmentation, and Lesion Characterization with Large-scale Web Image Mining
The quantitative detection, segmentation, and characterization of glomer...
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07/19/2021
Compound Figure Separation of Biomedical Images with Side Loss
Unsupervised learning algorithms (e.g., self-supervised learning, auto-e...
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06/22/2021
VoxelEmbed: 3D Instance Segmentation and Tracking with Voxel Embedding based Deep Learning
Recent advances in bioimaging have provided scientists a superior high s...
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03/09/2021
SimTriplet: Simple Triplet Representation Learning with a Single GPU
Contrastive learning is a key technique of modern self-supervised learni...
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03/04/2021
Contrastive Learning Meets Transfer Learning: A Case Study In Medical Image Analysis
Annotated medical images are typically rarer than labeled natural images...
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02/17/2021
BEDS: Bagging ensemble deep segmentation for nucleus segmentation with testing stage stain augmentation
Reducing outcome variance is an essential task in deep learning based me...
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01/03/2021
Towards Annotation-free Instance Segmentation and Tracking with Adversarial Simulations
Quantitative analysis of microscope videos often requires instance segme...
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11/02/2020
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis
Instance object segmentation and tracking provide comprehensive quantifi...
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11/02/2020
CaCL: Class-aware Codebook Learning for Weakly Supervised Segmentation on Diffuse Image Patterns
Weakly supervised learning has been rapidly advanced in biomedical image...
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07/28/2020
Faster Mean-shift: GPU-accelerated Embedding-clustering for Cell Segmentation and Tracking
Recently, single-stage embedding based deep learning algorithms gain inc...
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07/07/2020
Instance Segmentation for Whole Slide Imaging: End-to-End or Detect-Then-Segment
Automatic instance segmentation of glomeruli within kidney Whole Slide I...
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06/10/2020