オブジェクト検出のためのUAV画像データセットで,LabelImgとRoboflowを使用して生成された注釈があります
Anindita Das1, Vinitha Hannah Subburaj1, Yong Yang1
1West Texas A&M University, Canyon, TX 79016, USA.
Data in brief
|February 12, 2026
まとめ
このドローン画像のデータセットは,農作物の雑草検出のための精密農業と機械学習を支援します. 自動化されたモニタリングと持続可能な農業をサポートし,農業におけるAIを推進します.
科学分野:
- 農業科学 農業科学とは
- コンピュータサイエンス コンピュータサイエンス
- 環境科学 環境科学
背景:
- 精密農業は,効果的な管理のために,精密な作物-雑草の差別化を必要とします.
- 雑草検出のための機械学習モデルは,トレーニングと検証のために,大規模で多様なデータセットを必要とします.
研究 の 目的:
- 綿畑からのドローン画像の新しいデータセットを導入する.
- 農作物を雑草から区別するためのオブジェクト検出モデルの開発を容易にする.
- 農業環境におけるAIモデルのパフォーマンスを評価するためのベンチマークを確立する.
主な方法:
- 綿畑の様々な条件で高解像度のドローン画像の取得.
- 画像の注釈は,作物と雑草のインスタンスを識別し,ラベルを付けます.
- 機械学習のタスクの品質と適性を確保するために,データセットのキュレーション.
主要な成果:
- 農作物の雑草検出のための堅牢なモデルトレーニングを可能にする包括的なデータセットです.
- 異なるAIアルゴリズムの比較分析のための標準化されたリソース.
- 改良された自動化された農業監視システムのための財団.
結論:
- 公開されたデータセットは,AI駆動の精密農業の進歩に不可欠です.
- 強化された雑草管理を通じて,持続可能な農業の発展を支援しています.
- このリソースは,農業と環境管理におけるAIアプリケーションのより広い分野に寄与します.
関連する概念動画
03:36Genome Annotation and Assembly
21.1K
The genome refers to all of the genetic material in an organism. It can range from a few million base pairs in microbial cells to several billion base pairs in many eukaryotic organisms. Genome assembly refers to the process of taking the DNA sequencing data and putting it all back together in a correct order to create a close representation of the original genome. This is followed by the identification of functional elements on the newly assembled genome, a process called genome annotation.
21.1K
01:18Velocity 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...
208
01:29Potential Due to a Polarized Object
805
A neutral atom consists of a positively charged nucleus surrounded by a negatively charged electron cloud. When placed in an external electric field, the external electric force pulls the electrons and nucleus apart, opposite to the intrinsic attraction between the nucleus and the electrons. The opposing forces balance each other with a slight shift between the center of masses of the nucleus and the electron cloud, resulting in a polarized atom. On the other hand, a few molecules, like water,...
805
01:24Potential Due to a Magnetized Object
823
Magnetic dipoles in magnetic materials are aligned when placed under an external magnetic field. For paramagnets and ferromagnets, dipole alignment occurs in the direction of the magnetic field. However, the dipoles align opposite to the field in the case of diamagnets. This state of magnetic polarization due to the external field is called magnetization. Magnetization is defined as the dipole moment per unit volume. It plays a similar role to polarization in electrostatics.
The vector...
The vector...
823
01:07Moment of Inertia of Compound Objects
7.6K
The moment of inertia is a quantitative measure of the rotational inertia of an object. It is defined as the sum of the products obtained by multiplying the mass of each particle of matter in a given body by the square of its distance from the axis. The total moment of inertia for compound objects can be found by determining and adding the moment of inertia of individual components together.
Consider a child of mass (mc) 25 kg standing at a distance (rc) of 1 m from the axis of a rotating...
Consider a child of mass (mc) 25 kg standing at a distance (rc) of 1 m from the axis of a rotating...
7.6K
01:07Gravitational Potential Energy for Extended Objects
2.0K
Consider a system comprising several point masses. The coordinates of the center of mass for this system can be expressed as the summation of the product of each mass and its position vector divided by the total mass:
2.0K