Universe

PowerPollen Germination Computer Vision Model

byPowerPollenTask:
Object Detection
License:CC BY 4.048 views7 downloads

How to use the PowerPollen Germination Detection API

Try This Model

Drop an image here or click to upload

Or try a test image 

Code Snippets

from inference_sdk import InferenceHTTPClient

CLIENT = InferenceHTTPClient(
    api_url="https://serverless.roboflow.com",
    api_key="API_KEY"
)

result = CLIENT.infer("YOUR_IMAGE.jpg", model_id="powerpollen-germination/3")
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Or, Use Free Debris, Grain and Tubes Detection API

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Code
pip install inference-sdk
# 1. Import the library
from inference_sdk import InferenceHTTPClient

# 2. Connect to your workspace
client = InferenceHTTPClient(
  api_url="https://serverless.roboflow.com",
  api_key="API_KEY"
)

# 3. Run your workflow on an image
result = client.run_workflow(
  workspace_name="<YOUR_WORKSPACE>",
  workflow_id="<YOUR_WORKFLOW_ID>",
  images={
    "image": "YOUR_IMAGE.jpg"  # Path to your image file
  },
  parameters={
    "classes": "Debris, Grain, Tubes"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Run on custom image

Drop an image here or click to upload

Detecting classes:
Or try a test image 
See all 176 imagesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, TubesPowerPollen Germination germination sample showing Debris, Grain, Tubes

About PowerPollen Germination Model

Here are a few use cases for this project:

  1. Agricultural Research: Use the "PowerPollen Germination" model to analyze germination samples for crop breeding programs, helping researchers identify and select the most viable and high-yielding varieties of plants.

  2. Pollen Quality Control: Assist labs and production companies dealing with the pollen industry in determining the quality of pollen by identifying and separating out non-viable grains and debris, resulting in a purer product.

  3. Environmental Studies: Enhance the capabilities of researchers and botanists studying the impact of climate change, pollution, or other environmental factors on pollen germination, contributing to a better understanding of alterations in plant ecosystems.

  4. Pollination Services: Aid commercial pollination services and greenhouse operators in monitoring the effectiveness of their techniques by providing a reliable means of assessing the germination success of pollen used, informing adjustments for more effective fertilization of plants.

  5. Educational Tool: Utilize "PowerPollen Germination" as an interactive teaching aid for students studying botany or plant biology, simplifying the process of differentiating between germination classes and offering visual examples for educational purposes.

Cite This Project

LicenseCC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{ powerpollen-germination_dataset,
  title = { PowerPollen Germination Dataset },
  type = { Open Source Dataset },
  author = { PowerPollen },
  howpublished = { \url{ https://universe.roboflow.com/powerpollen/powerpollen-germination } },
  url = { https://universe.roboflow.com/powerpollen/powerpollen-germination },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2023 },
  month = { aug },
  note = { visited on 2026-07-29 },
}

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