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Updated: Sep 10, 2025

Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities
07:13

Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities

Published on: October 27, 2023

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ConvTNet 融合:多種分類,多式特征融合,組織異質性処理のための堅固なトランスフォーマー-CNN フレームワーク

Tariq Mahmood1, Tanzila Saba2, Amjad Rehman2

  • 1Artificial Intelligence and Data Analytics (AIDA) Lab, CCIS Prince Sultan University, Riyadh, 11586, Kingdom of Saudi Arabia; Department of Information Sciences, University of Education, Vehari Campus 61100, Vehari, Pakistan.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
|August 26, 2025
PubMed
まとめ

この研究では,腎臓CT画像のセグメンテーションを強化するためのハイブリッド深層学習モデルであるConvTNetを導入します. ConvTNetは,腫瘍と周囲の組織を正確に線引きすることで,腎臓がんの診断の精度を向上させます.

キーワード:
癌についてディープラーニングモデルミックスKFCAモジュールマルチスケール機能融合ビジョン・トランスフォーマー

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関連する概念動画

Classification of Connective Tissues01:30

Classification of Connective Tissues

The connective tissues have different properties and functions in the human body. They are broadly categorized into proper, supporting, or fluid connective tissues.
Connective Tissue Proper
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Classification of Skeletal Muscle Fibers01:48

Classification of Skeletal Muscle Fibers

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Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
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Classification of Epithelial Tissues: Overview01:22

Classification of Epithelial Tissues: Overview

Epithelial tissues are classified according to the shape of the cells and the number of cell layers formed. Cell shapes can be squamous (flattened and thin), cuboidal (square-like, as wide as it is tall), or columnar (rectangular, taller than it is wide). Additionally, the nucleus shape helps identify the type of epithelial cells. Squamous cells have flattened disc-shaped nuclei, cuboidal cells have spherical nuclei, and columnar cells have elongated nuclei.
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Aggregates Classification

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Functional Classification of Joints01:09

Functional Classification of Joints

Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses  or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An...
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Classification of Systems-I01:26

Classification of Systems-I

Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
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