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07/26/2023
Artifact Restoration in Histology Images with Diffusion Probabilistic Models
Histological whole slide images (WSIs) can be usually compromised by art...
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07/16/2023
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei Segmentation
Nuclei appear small in size, yet, in real clinical practice, the global ...
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05/14/2023
SCRNet: a Retinex Structure-based Low-light Enhancement Model Guided by Spatial Consistency
Images captured under low-light conditions are often plagued by several ...
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03/27/2023
MoViT: Memorizing Vision Transformers for Medical Image Analysis
The synergy of long-range dependencies from transformers and local repre...
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10/28/2022
Federated Learning for Chronic Obstructive Pulmonary Disease Classification with Partial Personalized Attention Mechanism
Chronic Obstructive Pulmonary Disease (COPD) is the fourth leading cause...
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06/25/2022
RandStainNA: Learning Stain-Agnostic Features from Histology Slides by Bridging Stain Augmentation and Normalization
Stain variations often decrease the generalization ability of deep learn...
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06/24/2022
Online Distillation with Mixed Sample Augmentation
Mixed Sample Regularization (MSR), such as MixUp or CutMix, is a powerfu...
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06/15/2022
How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images
Gigapixel medical images provide massive data, both morphological textur...
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04/08/2022
CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning
Federated learning (FL) is a distributed learning paradigm that enables ...
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03/30/2022
Self-Distillation from the Last Mini-Batch for Consistency Regularization
Knowledge distillation (KD) shows a bright promise as a powerful regular...
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07/22/2021
A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image
Optical Coherence Tomography Angiography (OCTA) is a non-invasive and no...
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04/15/2020