关于轻量级模型用于大米品种分类的应用及其在边缘计算中的潜力
Muhammad Javed Iqbal1, Muhammad Aasem1, Iftikhar Ahmad2
1Department of Computer Science, University of Engineering and Technology Taxila, Taxila 47050, Pakistan.
Foods (Basel, Switzerland)
|November 14, 2023
概括
这项研究引入了三种有效的深度学习模型来分类大米品种,减少了10%的计算需求,并减少了对像图像分析等任务的专家投入.
科学领域:
- 农业科学 农业科学
- 计算机科学 计算机科学
- 数据科学数据科学数据科学
背景情况:
- 米的分类对于工业和营销应用至关重要.
- 传统的机器学习和深度学习模型存在,但资源密集.
- 现有的深度学习模型通常需要重要的专家监督功能工程.
研究的目的:
- 开发计算效率高的深度学习模型来对大米品种进行分类.
- 尽量减少在预处理和特征工程中需要专家监督的需要.
- 为了实现与现有的最先进型号相匹配的性能,降低了开销.
主要方法:
- 关于三种基于图像的米类分类新型深度学习模型的建议.
- 使用端到端方法的培训模型来简化工作流程.
- 基于准确性和计算开销的模型评估.
主要成果:
- 拟议的模型表现出与现有最先进的方法可比的性能.
- 与当前最好的模型相比,计算开销减少了10%.
- 成功地分类了五种不同的水品种:阿尔博里奥,巴斯马蒂,伊普萨拉,莉花和卡拉卡达格.
结论:
- 开发的深度学习模型为米品种分类提供了有效的替代方案.
- 端到端的培训方法减少了需要广泛的专家干预的必要性.
- 这些模型显示了在边缘和移动设备上部署自主现场应用的潜力.
相关概念视频
02:16Light Acquisition
8.5K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.5K
01:29Aggregates Classification
328
Aggregate classification is generally based on its size, petrographic characteristics, weight, and source. Size classification ranges from coarse to fine aggregates, defined by the size of the particles. Coarse aggregates are particles that do not pass through ASTM sieve No. 4, and aggregates that pass through the sieve are fine aggregates.
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
328
01:26Classification of Systems-I
190
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:
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:
190
01:31Classification of Systems-II
150
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
150
01:22Force Classification
1.2K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.2K
01:28Methods of Classification and Identification
19
Bacterial identification relies on a diverse array of techniques to classify and understand microorganisms, each tailored to uncover specific characteristics. Traditional morphological approaches, while still valuable, are limited for closely related or structurally simple organisms. Modern methods integrate biochemical, serological, genetic, and advanced molecular tools to achieve greater accuracy.Morphological and Biochemical TechniquesMorphological characteristics, such as cell shape and...
19