Kimia Lab
The Laboratory for Knowledge Inference in Medical Image Analysis, short KIMIA Lab, established in Fall 2013 at the University of Waterloo, envisions to conduct research at the forefront of mass image data in medical archives using machine learning schemes with ultimate goal of extracting information that cannot only support a more speedy and accurate diagnosis and treatment of many diseases but also, and more significantly, establish new quality assurance based on mining of collective knowledge and wisdom.This channel promotes teaching and research activities at Kimia Lab, Mayo Clinic, Rochester, MN, USA.
History of this channel:
2010-2013 Segasist Technologies
2013-2023 Kimia Lab, University of Waterloo
2024-present Kimia Lab, Mayo Clinic, USA
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Learning or Searching in Digital Pathology
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Kimia Lab - A Snapshot
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Matching Breast Biopsy Images to the Digital WHO Atlas
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Pay Attention with Focus: A Novel Learning Scheme for Classification of Whole Slide Images
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AI, Digital Pathology and Observer Variability: From Image Search to Building Diagnostic Consensus
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Artificial Intelligence in Medical Imaging
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KimiaNet - Training a Histopathology Deep Network from Scratch
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Supervision & Source Domain Impact on Representation Learning: A Histopathology Case Study -E...
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A Comparative Study of U-Net Topologies for Background Removal in Histopathology Images - IJCNN 2020
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Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks - IJCNN 2020
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Representation Learning of Histopathology Images using Graph Neural Networks - CVPR 2020 CVMI
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Image Search for Pan-Cancer Diagnostic Consensus - Dell Technologies Virtual HIMSS20 Webinar
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Introduction to Digital Pathology and AI Algorithms
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Machine Intelligence - Lecture 18 (Evolutionary Algorithms)
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Machine Intelligence - Lecture 17 (Fuzzy Logic, Fuzzy Inference)
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Machine Intelligence - Lecture 16 (Decision Trees)
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Machine Intelligence - Lecture 15 (Reinforcement Learning, Q-Learning)
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Machine Intelligence - Lecture 14 (Overfitting in Deep Learning, Reinforcement Learning)
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Image Search for Medical Imaging - Huron Digital Pathology
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