Rice Harvesting

## Overview

Rice Harvesting is a dataset for object detection tasks - it contains Harvesting Stage annotations for 274 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Harvesting

## Overview

Harvesting is a dataset for object detection tasks - it contains Tomato annotations for 821 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Barhi

Harvesting Robot Market is projected to reach US$ 4,815.3 million by 2032, growing at a CAGR of 21.2% during the forecast period 2024-2032.

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Rainwater Harvesting Systems Market Size 2025-2029

The rainwater harvesting systems market size is forecast to increase by USD 1.04 billion, at a CAGR of 10% between 2024 and 2029.

The market is driven by the global increase in water consumption, which has led to a growing demand for sustainable water management solutions. Another key trend is the emergence of smart cities and green buildings, where rainwater harvesting systems are integrated into infrastructure to reduce reliance on municipal water supplies and promote eco-friendly construction. However, uneven distribution of rainfall and lack of awareness about the benefits of rainwater harvesting pose significant challenges to market growth.
By focusing on innovation, sustainability, and customer education, businesses can differentiate themselves and successfully navigate the dynamic market landscape. Effective marketing strategies and educational initiatives are essential to increase awareness and overcome these obstacles, allowing companies to capitalize on the opportunities presented by this expanding market. Rainwater harvesting systems come in various forms, such as rain barrel systems and dry systems, and are constructed using materials like plastic, fiberglass, concrete, stainless steel, and galvanized steel.

What will be the Size of the Rainwater Harvesting Systems Market during the forecast period?

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The water harvesting market encompasses a range of technologies and services aimed at collecting, managing, and distributing rainwater for various uses. Water harvesting innovation continues to drive growth in this sector, with water reuse technologies and advanced water treatment solutions gaining traction. Integrated water management systems, which combine rainwater collection, data analytics, and water distribution, are increasingly popular. Government incentives and public awareness campaigns are fostering the adoption of water harvesting services and water conservation strategies. Resilient water systems, including smart water systems and water-sensitive urban design, are essential components of climate change adaptation. Rainwater tank sizing and maintenance are crucial aspects of effective water storage.
Water resource management and water quality monitoring are integral to the successful implementation of water harvesting systems. Water conservation technologies, such as water harvesting software and consulting services, are essential for businesses seeking to reduce water usage and costs. Water scarcity solutions, including rainwater collection and green infrastructure, are vital for ensuring long-term water security. The availability of land space is a crucial factor in the implementation of these systems, with larger companies and newer entrants investing in rainwater harvesters and recharge structures like recharge pits, recharge trenches, dug wells, catchments, coarse mesh, conduits, first flushing devices, sand filters, charcoal, salt water filters.

How is this Rainwater Harvesting Systems Industry segmented?

The rainwater harvesting systems industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

End-user

  Non-residential
  Residential


Application

  Surface-based
  Rooftop-based


Component

  Storage tanks
  Filters and purification systems
  Distribution systems


Geography

  North America

    US
    Canada


  Europe

    France
    Germany
    UK


  APAC

    Australia
    China
    India
    Japan


  South America

    Brazil


  Rest of World (ROW)

By End-user Insights

The non-residential segment is estimated to witness significant growth during the forecast period. The market is experiencing significant growth due to increasing water conservation efforts and the need for sustainable water management. Green building design is a key driver, with many architects and builders incorporating rainwater harvesting systems into new constructions to reduce reliance on municipal water supplies and decrease water consumption. Rainwater harvesting kits are gaining popularity for their ease of installation and affordability. Water quality analysis is crucial for ensuring the safety and suitability of harvested rainwater for various uses, including domestic water supply and irrigation systems. Permitting procedures vary by location, requiring adherence to regulatory compliance and water harvesting regulations.

Gravity-fed systems are commonly used for rainwater harvesting due to their simplicity and cost-effectiveness. Total dissolved solids (TDS) levels must be monitored and controlled to maintain water quality. Cleaning and disinfection methods are essential for preventing bacterial growth and ensuring the water is safe for use. Bioretent

Global Rainwater Harvesting Systems market size is expected to reach $2.62 billion by 2029 at 6.1%, segmented as by roof rainwater collection, gutter systems, downspouts, storage tanks, filtration systems

Sustainable harvesting of wild populations relies on evidence-based knowledge to predict harvesting outcomes for species and the ecosystems they inhabit. Although harvesting may elicit compensatory density-dependence, it is generally size-selective, which induces additional pressures that are challenging to forecast. Furthermore, responses to harvest may be population-specific and whether generalizable patterns exist remains unclear. Taking advantage of Parks Canada’s mandate to remove introduced brook trout (Salvelinus fontinalis) to restore alpine lakes in Canadian parks, we experimentally applied standardized size-selective harvesting rates (the largest ~64% annually) for three consecutive summers in five populations with different initial size structures. Four unharvested populations were used as controls. At reduced densities, harvested and control populations exhibited similar density-dependent increases in specific growth, juvenile survival, and earlier maturation....

Global Harvesting Technology market size is expected to reach $17.81 billion by 2029 at 5.8%, iot revolutionizes harvesting: driving growth in the harvesting technology market

Life Cycle Assessment Material, Cost and Impact Data for Comparison of a Rainwater Harvesting System, Municipal Water Supply and an AC Condensate Harvesting System. This dataset is associated with the following publication: Ghimire, S., J. Johnston, J. Garland, A. Edelen, C. Ma, and M. Jahne. Life cycle assessment of a rainwater harvesting system compared with an AC condensate harvesting system. Resources, Conservation and Recycling. Elsevier Science BV, Amsterdam, NETHERLANDS, 146: 536-548, (2019).

Harvesting equipment market value to reach $30.11 billion by 2027, at a CAGR of 5.08% from 2022 to 2027. Harvesting equipment industry focus on harvesting equipment product and application.

This dataset contains a web application (written in Flask, Python) that allows green roofs (an other locations) to collect harvesting data that is automatically added to an SQLite database. In its presented form, six green roofs of Barcelona are included, but this can be customised as wished. An empty database file is provided along with the SQLite schema to generate the tables. The Python code is also included in order to allow the application to be offered through a server. The application allows harvesting events to be registered, where data needs to be recorded in kg. The menu is offered in Catalan, but can be customised for other languages. The list of available products is dynamic and can be expanded and edited. The list of uses is also expandable and editable. Moreover, each harvest can be edited after its creation. The application is written in Flask (Python) and needs to be run on a Linux/BSD server. Once on a server, the application runs in any browser. The resulting database is a single SQLite file that can be edited and processed with any SQLite application, like DB Browser for SQLite.

According to Cognitive Market Research, the worldwide Energy Harvesting System market size is USD 0.82 billion in 2024 and will expand at a compounded annual growth rate or CAGR of 9.4% from 2024 to 2031. Market Dynamics of Energy Harvesting System Market

Key Drivers for Energy Harvesting System Market

Growth in consumer electronics and wearable technology: The market for wearable electronics is expanding quickly, including fitness trackers, smartwatches, and health monitoring gadgets. These gadgets can have an autonomous power supply from energy collecting systems, doing away with the need for regular battery replacement or recharge. Consumer electronics provide convenience and longer battery life by incorporating energy-harvesting technology. Energy harvesting systems have prospects as sustainable construction and smart city projects gain global attention. To harvest energy from sunlight, vibrations from pedestrians, or temperature differences for powering lighting, air conditioning, and other electrical devices. Technology that captures energy helps achieve sustainability objectives and lessens dependency on traditional energy sources.
Systems for harvesting energy are especially well suited for wireless or remote applications when power source accessibility is problematic. These apps can run independently and wirelessly thanks to energy-harvesting technology, which lowers maintenance costs and boosts productivity.

Key Restraints for Energy Harvesting System Market

Increasing energy conversion efficiency represents one of the main issues facing energy collecting systems. When compared to traditional power sources, harvesting energy through ambient resources frequently yields comparatively modest power outputs.
Low power outputs from systems that harvest energy are normal, which may be a constraint for certain uses with higher power needs. It presents difficulties when attempting to power heavy-energy devices or activities that require a steady and significant power source.

Key Trends for Energy Harvesting System Market

The Growing Integration of IoT and Wireless Sensor Networks: Energy harvesting systems are increasingly vital in supplying power to wireless sensor networks and IoT devices. These systems remove the necessity for regular battery changes by transforming ambient energy—such as solar, thermal, or vibrational energy—into usable electricity. As the prevalence of smart homes, industrial automation, and environmental monitoring rises globally, there is a growing demand for maintenance-free, self-sustaining sensors. This trend is fostering innovation in ultra-low-power electronics, thereby enhancing the lifespan and reliability of connected devices located in remote or difficult-to-reach areas.

Progress in Materials and Miniaturization Technologies: Continuous research and development in piezoelectric, thermoelectric, and photovoltaic materials is improving the efficiency and scalability of energy harvesting systems. Miniaturization technologies are enabling the integration of these systems into compact and flexible formats that are ideal for wearables, biomedical implants, and mobile electronics. This trend facilitates the creation of lightweight, cost-effective energy harvesters with improved energy output and durability. Furthermore, it paves the way for new applications in consumer electronics, military surveillance, and healthcare, thereby accelerating wider adoption across various sectors. Introduction of the Energy Harvesting System Market

The equipment and technologies used by the worldwide energy harvesting device market absorb ambient energy from different environmental sources and transform it into electrical energy that can be used. Utilizing sustainable and renewable energy sources, energy harvesting systems—also referred to as energy scavenging systems—produce power for a range of uses. The increasing requirement for lightweight, small, and adaptable power solutions is driving demand for lesser, more adaptable energy harvesting devices. Energy harvesting devices that can adapt to different shapes and structures and easily integrate into compact form factors are needed for applications, including wearable electronics, Internet of Things sensors, and smart packaging. Energy harvesting systems may now be integrated into smaller devices thanks to their miniaturization, which increases their usefulness and efficiency. ...

According to Cognitive Market Research, The Global Fruit Harvesting Machines market size will grow at a compound annual growth rate (CAGR) of 5.80% from 2023 to 2030.

The demand for fruit harvesting machines is rising due to the increasing strategies adopted by various key players.
Demand for grape harvesting machines remains higher in the fruit harvesting machines market.
The commercial category held the highest fruit harvesting machines market revenue share in 2023.
North America will continue to lead, whereas the Asia Pacific fruit harvesting machines market will experience the strongest growth until 2030.

Rising Strategies Adopted by Various Key Players to Deliver Viable Market Output

Technological advancements allow the key players in the market to improve their products and expand their offerings to agriculture-based companies to gain a competitive advantage. Some of these major advancements are related to the field of sensors, which has led to a huge reduction in the cost of fruit harvesting machines. Scientists are trying to enhance the adaptive and intelligent capabilities of sensors that are used in fruit harvesting machines so that these fruit harvesting machines can efficiently perform predetermined functions and gather environmental data regarding parameters such as temperature, depth, and salinity of the soil.

For instance, in September 2021, Advanced Farm Technologies, a startup in Davis, California, introduced $25 million in Series B funding for the development of fruit harvesting machines. The firm already has a strawberry-picking robot, and it said the funding will allow it to adapt the technology for apple harvesting.

(Source:www.therobotreport.com/advanced-farm-technologies-25m-fruit-picking-robots/)

Growing Government Initiatives to Propel Market Growth

The market for fruit harvesting machines has revolutionized because of the growing government initiatives. Governments are investing in research and development to spur innovation in fruit harvesting technology. This includes funding for the development of more efficient and eco-friendly machines that can meet the growing demands of the fruit industry while reducing environmental impact. Many countries have introduced various incentives, subsidies, and funding programs to encourage fruit growers to adopt modern harvesting machinery. These initiatives aim to enhance agricultural productivity, promote sustainability, and improve the overall competitiveness of the farming sector.

For instance, according to the Foreign Affairs Minister, the Papua New Guinea government planned to increase and boost its fruit picker's quota in New Zealand from the present 100 to more than 1000. Under New Zealand's Labour Mobility Program, there are over 18,000 positions that Papua New Guinea needs to develop in the market.

(Source:www.freshplaza.com/north-america/article/9502897/papua-new-guinea-to-increase-fruit-picker-quota-in-nz/)

Market Dynamics of Fruit Harvesting Machines

High Initial Investment to Hinder Market Growth

The initial cost of acquiring fruit harvesting machines can be relatively high, primarily due to the advanced technology, precision engineering, and specialized features they incorporate. These machines are designed to automate labor-intensive fruit harvesting processes, offering benefits like increased efficiency and reduced labor costs over time. The significant upfront investment required for the acquisition and implementation of fruit harvesting machines can pose a challenge for farmers, particularly those operating on smaller-scale farms with limited financial resources. The costs associated with developing and ensuring the efficiency and reliability of robotic systems can create a barrier to widespread adoption in the market.

Impact of COVID–19 on the Fruit Harvesting Machines Market

The fruit harvesting machines market experienced a notable impact from the COVID-19 pandemic. The initial outbreak disrupted supply chains, causing delays in manufacturing and distribution. Many fruit farms faced labor shortages due to lockdowns and travel restrictions, increasing the demand for automated harvesting solutions. The market witnessed an expansion in the adoption of fruit harvesting machines. These machines not only addressed labor scarcity issues but also ensured social distancing compliance during harvesting operations. Additionally, the use of fruit h...

The Cell Harvesting Market Report is Segmented by Type of Cell Harvesting (Manual Cell Harvesters and Automated Cell Harvesters), Application (Biopharmaceutical Application, Stem-Cell Research, and Other Applications), End User (Biotechnology & Biopharmaceutical Companies, and More), and Geography (North America, Europe, Asia-Pacific, Middle East & Africa, South America). The Market Forecasts are Provided in Terms of Value (USD).

The Harvesting Machinery Industry size was valued at USD 25.47 Million in 2023 and is projected to reach USD 43.09 Million by 2032, exhibiting a CAGR of 7.80 % during the forecasts periods. This growth is driven by the widespread use of hybrid seeds, government initiatives promoting agricultural mechanization, rising food security concerns, and the adoption of advanced technologies. Hybrid seeds enhance crop yield and resistance to pests and diseases, increasing the demand for efficient harvesting machinery. Governments worldwide are also recognizing the importance of agriculture and investing in mechanization initiatives. Additionally, rising food security concerns have led to an increase in agricultural production, fueling the demand for harvesting machinery. Key drivers for this market are: Brazilian Farm Structure and Consolidation of Smaller Farms, Technological Advancements. Potential restraints include: High Cost of Equipment and Price Sensitivity, Data Privacy Concerns. Notable trends are: Precision Farming for Quality Harvest.

Grapes Harvesting

## Overview

Grapes Harvesting is a dataset for object detection tasks - it contains Grapes annotations for 201 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [Public Domain license](https://creativecommons.org/licenses/Public Domain).

Data provided for Figures and Tables in the manuscript.

This dataset is associated with the following publication: Ghimire, S., and J. Johnston. Sustainability assessment of agricultural rainwater harvesting: Evaluation of alternative crop types and irrigation practices. PLoS ONE. Public Library of Science, San Francisco, CA, USA, 14(5): e0216452, (2019).

Global Automated Harvesting System market size is expected to reach $2.91 billion by 2029 at 7.3%, rising demand for industrial crops fuels automated harvesting systems growth

Harvesting Equipment Market was valued at USD 30.29 billion in 2024 and is expected to reach USD 41.79 billion in the forecast period with a CAGR of 5.47%.

United States Exports of harvesting or threshing machinery to Mexico was US$340.37 Million during 2024, according to the United Nations COMTRADE database on international trade. United States Exports of harvesting or threshing machinery to Mexico - data, historical chart and statistics - was last updated on August of 2025.