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関連する概念動画

Nuclear Fusion02:45

Nuclear Fusion

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The process of converting very light nuclei into heavier nuclei is also accompanied by the conversion of mass into large amounts of energy, a process called fusion. The principal source of energy in the sun is a net fusion reaction in which four hydrogen nuclei fuse and ultimately produce one helium nucleus and two positrons.
A helium nucleus has a mass that is 0.7% less than that of four hydrogen nuclei; this lost mass is converted into energy during the fusion. This reaction produces about...
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The Sense of Self: Reflected Self-Appraisal and Social Comparison02:57

The Sense of Self: Reflected Self-Appraisal and Social Comparison

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According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
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Introduction to Special Senses01:26

Introduction to Special Senses

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Sensory receptors play an integral part in comprehending our external and internal environments. They receive diverse stimuli, converting them into the nervous system's electrochemical signals. This conversion occurs as the stimulus alters the sensory neuron's cell membrane potential, instigating the generation of an action potential. This action potential is subsequently transmitted to the central nervous system (CNS), which integrates with other sensory data or higher cognitive...
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Tactile and Chemical Senses01:27

Tactile and Chemical Senses

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Tactile senses encompass touch, temperature, and pain, each mediated by specific receptors. Touch receptors detect mechanical energy or pressure against the skin. Sensory fibers from these receptors enter the spinal cord and relay information to the brain stem. Here, most fibers cross over to the opposite side of the brain. The touch information then moves to the thalamus, which projects a map of the body's surface onto the somatosensory areas of the parietal lobes in the cerebral cortex.
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Tagging and Fusion Proteins01:24

Tagging and Fusion Proteins

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Proteins are involved in several cellular processes and biochemical reactions. Analyzing a specific protein of interest requires it to be isolated from the other proteins in the cell. This is achieved by overexpressing the specific gene in a suitable host to produce large quantities of the target protein. A tag or label is recombined with the gene to produce a fusion protein containing the target protein and the tag. The tags on these fusion proteins can then be used for easy detection and...
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SNAREs and Membrane Fusion01:43

SNAREs and Membrane Fusion

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Once a transport vesicle has recognized its target organelle, the vesicular membrane needs to fuse with the target membrane to unload the cargo. Transmembrane proteins called SNAREs present on organelle membranes and their vesicles, mediate vesicle fusion.
SNAREs exist in pairs that symmetrically interact and catalyze the fusion of the lipid bilayers in vesicle and target organelle. v-SNARE in the vesicle membrane are single polypeptide chains that bind to a complementary t-SNARE, composed of 2...
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関連する実験動画

Updated: Jan 29, 2026

Femtosecond Laser Filaments for Use in Sub-Diffraction-Limited Imaging and Remote Sensing
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Femtosecond Laser Filaments for Use in Sub-Diffraction-Limited Imaging and Remote Sensing

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CVMFusion:リモートセンシングセグメンテーションのためのConvNeXtV2とVisual Mambaの融合

Zelin Wang1, Li Qin2, Cheng Xu1

  • 1National Key Laboratory of Complex System Control and Intelligent Agent Cooperation, Beijing 100074, China.

Sensors (Basel, Switzerland)
|January 28, 2026
PubMed
まとめ

CVMFusionは、CNNとMambaを組み合わせてリモートセンシング画像の海岸線抽出を強化し、詳細な局所的および全体的な分析を可能にします。この新しいアプローチは、特に複雑な境界や小さなオブジェクトにおいて、陸海セグメンテーションの精度を向上させます。

背景:

  • 高解像度のリモートセンシング画像から海岸線を抽出することは、複雑な詳細とターゲットの変動性により課題となっています。
  • 既存の畳み込みニューラルネットワーク(CNN)は、長距離依存関係の扱いに苦労しており、Transformerは計算コストが高いです。
  • 複雑な詳細と全体的コンテキストを処理できる、効率的で正確な陸海セグメンテーション手法の必要性が存在します。

結論:

キーワード:
Mamba注意メカニズム畳み込みニューラルネットワーク画像セグメンテーションリモートセンシング

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  • CVMFusionは、局所的および全体的な特徴を効果的に融合し、正確な海岸線抽出を実現します。
  • 適応的な融合メカニズムと階層的な構造が、セグメンテーションパフォーマンスの向上に貢献しています。
  • CVMFusionは、高解像度のリモートセンシング画像における陸海セグメンテーションにおいて、重要な進歩を表しています。