精准葡萄种植的深度学习方法,通过YOLOv7评估葡萄的成熟度
Eftichia Badeka1, Eleftherios Karapatzak2, Aikaterini Karampatea2
1Human-Machines Interaction Laboratory (HUMAIN-Lab), Department of Computer Science, International Hellenic University (IHU), 65404 Kavala, Greece.
Sensors (Basel, Switzerland)
|October 14, 2023
概括
这项研究开发了一种YOLO v7算法,用于估计Assyrtiko葡萄园中的葡萄成熟度. 人工智能准确地检测了五个成熟阶段,推进了葡萄酒的自主管理.
科学领域:
- 农业工程 农业工程
- 计算机视觉 计算机视觉
- 葡萄种植 葡萄种植 葡萄种植
背景情况:
- 机器人越来越多地用于葡萄种植,以提高生产率和精度.
- 劳动力短缺和高成本推动了对自动化葡萄园运营的需求.
研究的目的:
- 在葡萄园管理中开发葡萄成熟度估计算法.
- 改进葡萄收获和质量控制的自动化决策.
主要方法:
- 使用You Only Look Once (YOLO) v7.7开发一个物体检测算法.
- 在希腊的德拉马,用阿西尔蒂科葡萄的图像在六周内训练算法.
- 将YOLO v7性能与其他对象检测架构进行比较.
主要成果:
- YOLO v7算法成功检测了五个不同的葡萄成熟阶段.
- 与其他方法相比,拟议的算法显示出更高的精度和准确性.
- 高质量的图像被用于强大的算法验证.
结论:
- 开发的算法允许准确的,自动化的葡萄成熟度估计.
- 这项研究支持自主机器人的发展,用于全面的葡萄酒管理.
- 这些发现对优化葡萄种植实践具有重大意义.
相关概念视频
Improving Translational Accuracy
11.4K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
11.4K
Extraction: Advanced Methods
466
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is...
466
Aggregates Classification
329
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...
329
Differential Leveling
191
Differential leveling is a precise method in surveying used to determine the elevation difference between two points. Its primary goal is to establish accurate vertical measurements to create level surfaces or grade lines critical for designing and constructing infrastructures such as roads, bridges, and buildings.The procedure for differential leveling begins with setting up and leveling the instrument at a point where the benchmark can be seen. The level rod is held on the benchmark (BM), and...
191
Force 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
Plant Breeding and Biotechnology
19.0K
Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
19.0K


