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Restorative Care01:19

Restorative Care

2.4K
Restorative care is provided once a patient has been discharged from a healthcare facility and requires additional services. The additional services include home care, rehabilitation programs, and extended care. Restorative care centers help the patient regain their previous level of functioning or acquire a new level of functioning due to the incapacitating effects of a disease or a disability. It aims to assist patients in enhancing their quality of life by encouraging independence,...
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Areas Within Irregular Boundaries01:26

Areas Within Irregular Boundaries

388
Calculating areas within irregular boundaries, such as along rivers or curved roads, is crucial in various fields, including surveying, engineering, and environmental management. Surveyors often begin by creating a traverse, a connected series of straight lines approximating the area's boundary. The coordinates of each traverse point are essential for calculating the enclosed area. The double meridian distance formula is a widely used technique for this purpose. This method utilizes the...
388
Velocity of an Object01:18

Velocity of an Object

208
Understanding how an object moves along a path requires distinguishing between motion over a time span and motion at a precise moment. A useful example is a vehicle traveling along a straight and level path, where its position at any given time is known. The initial step in analyzing this motion is to measure how far the vehicle travels over a fixed time period. This measurement, called average velocity, is computed by dividing the total change in position by the duration over which the change...
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Electrostatic Boundary Conditions01:16

Electrostatic Boundary Conditions

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Consider an external electric field propagating through a homogeneous medium. When the electric field crosses the surface boundary of the medium, it undergoes a discontinuity. The electric field can be resolved into normal and tangential components. The amount by which the field changes at any boundary is given by the difference between the field components above and below the surface boundary.
The surface integral of an electric field is given by Gauss's law in integral form and is related to...
982
Magnetostatic Boundary Conditions01:28

Magnetostatic Boundary Conditions

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An electric field suffers a discontinuity at a surface charge. Similarly, a magnetic field is discontinuous at a surface current. The perpendicular component of a magnetic field is continuous across the interface of two magnetic mediums. In contrast, its parallel component, perpendicular to the current, is discontinuous by the amount equal to the product of the vacuum permeability and the surface current. Like the scalar potential in electrostatics, the vector potential is also continuous...
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Boundary Layer Characteristics01:18

Boundary Layer Characteristics

664
When a fluid encounters a solid surface, a boundary layer forms due to the interaction between the fluid's motion and the stationary surface. This phenomenon is characterized by a thin region adjacent to the surface where viscous forces dominate, influencing the fluid's velocity profile. The development of the boundary layer begins at the leading edge of the surface and evolves as the fluid moves downstream.As the fluid flows over the surface, friction between the fluid and the wall slows down...
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Updated: Feb 14, 2026

Reefshape: A System for the Efficient Collection and Automated Processing of Time-Series Underwater Photogrammetry Data for Benthic Habitat Monitoring
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曖昧な境界を回復する:水中カモフラージュされたオブジェクト検出のための効率的で堅固な枠組み

Zihan Wei1, Yucheng Zheng1, Yaohua Shen1

  • 1Automation College, Jiangsu University of Science and Technology, Zhenjiang 212100, China.

Sensors (Basel, Switzerland)
|February 13, 2026
PubMed
まとめ

新しい軽量検出器であるCAR-YOLOは,境界の曖昧さを解決することによって,水中のカモフラージュされたオブジェクトの検出を強化します. 効率が向上した最先端の性能を実現します.

キーワード:
境界の曖昧さである.周波数領域分析について軽量オブジェクト検出器劣化した環境での頑丈性水中のカモフラージュされた物体.

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Creating Objects and Object Categories for Studying Perception and Perceptual Learning
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Last Updated: Feb 14, 2026

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科学分野:

  • コンピュータビジョン コンピュータビジョン
  • 人工知能 (AI) とは,人工知能 (AI) のことです.
  • 画像処理 画像処理

背景:

  • 水中カモフラージュオブジェクト検出 (UCOD) は,境界の曖昧さと光学的劣化により課題に直面しています.
  • 生物学的な模倣と水中の環境は,ターゲットエッジを遮り,検出の精度を妨げます.

研究 の 目的:

  • 軽量な検出器,CAR-YOLO (カモフラージュ曖昧さ解像度 YOLO) を開発し,UCODを改良する.
  • 境界の曖昧さを効果的に解決し,複雑な水中シーンでのオブジェクト検出を強化します.

主な方法:

  • 高周波エッジ回復のための周波数領域ダブルパスメカニズム (FRM-DWT/EG-IWT) を提案しました.
  • 低周波セマンティック情報を統合するために,低レベルのアダプティブ・フュージョン (LAF) モジュールを導入しました.
  • 予測一貫性を用いて監督を精密にするために,不確実性校正ヘッド (UCH) を実装しました.

主要な成果:

  • CAR-YOLOはUCOD10Kで27.1%のmAP50-95を達成し,パラメータを削減したSOTA方法とGFLOPを上回った.
  • UWB-COT220では30.7%mAP50-95を達成し,YOLOv11.11よりも7.7ポイント改善しました.
  • UODD.のクロスドメイン実験を通じて,強力な汎用化能力を実証しました.

結論:

  • CAR-YOLOは,UCODの境界の曖昧さを効果的に軽減しています.
  • このモデルは,精度,強度,計算効率の優れたバランスを達成しています.