quadrat cell detection 3 Computer Vision Model

byReef Analysis TrialTask:
Keypoint Detection
License:CC BY 4.08 views

How to use the quadrat cell detection 3 Detection API

Try This Model

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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="quadrat-cell-detection-3/5")
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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": "0, Cell 1, Cell 10, Cell 11, Cell 12"
  },
  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 

About quadrat cell detection 3 Model

This is an attempt to track the quadrat frame and individual cells so that object counts within cells can be attributed to a specific cell number. Low chance of success as only a small part of the quadrat is in view for most of a typical video record.

Images provided by Natural Resources Wales under the Open Government Licence (https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/).
Contains Natural Resources Wales information © Natural Resources Wales and Database Right. All rights reserved.

Cite This Project

LicenseCC BY 4.0

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

@misc{ quadrat-cell-detection-3_dataset,
  title = { quadrat cell detection 3 Dataset },
  type = { Open Source Dataset },
  author = { Reef Analysis Trial },
  howpublished = { \url{ https://universe.roboflow.com/reef-analysis-trial/quadrat-cell-detection-3 } },
  url = { https://universe.roboflow.com/reef-analysis-trial/quadrat-cell-detection-3 },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2025 },
  month = { jun },
  note = { visited on 2026-07-29 },
}

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