Universe

Maturity Computer Vision Dataset

byibspTask:
Object Detection
License:CC BY 4.05 views

How to use the Maturity Detection API

Try This Model

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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="ibsp-u8x8i/maturity-hehap-instant-1")
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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": "Ripened, Semi-Ripened, Unripened"
  },
  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 1.3k imagesMaturity Strawberry sample showing Ripened, Semi-RipenedMaturity Strawberry sample showing UnripenedMaturity Strawberry sample showing Ripened, Semi-Ripened, UnripenedMaturity Strawberry sample showing RipenedMaturity Strawberry sample showing Ripened, UnripenedMaturity Strawberry sample showing Ripened, Semi-Ripened, UnripenedMaturity Strawberry sample showing UnripenedMaturity Strawberry sample showing Semi-RipenedMaturity Strawberry sample showing UnripenedMaturity Strawberry sample showing Ripened, Semi-Ripened, UnripenedMaturity Strawberry sample showing Ripened, Semi-Ripened, UnripenedMaturity Strawberry sample showing Ripened, Semi-Ripened, Unripened

About Maturity Model

Fruit (Strawberry) maturity detection model.

Testing for 1 stage maturity detection with 3 classes.

  1. Ripened
  2. Semi-Ripened
  3. Unripened

The dataset build with:

  1. 516 online strawberry focus images, &
  2. 749 real farm taken images.

This dataset was created by HKIVE(ST) x Nara Kosen collab research project.

Cite This Project

LicenseCC BY 4.0

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

@misc{ maturity-hehap_dataset,
  title = { Maturity Dataset },
  type = { Open Source Dataset },
  author = { ibsp },
  howpublished = { \url{ https://universe.roboflow.com/ibsp-u8x8i/maturity-hehap } },
  url = { https://universe.roboflow.com/ibsp-u8x8i/maturity-hehap },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2025 },
  month = { may },
  note = { visited on 2026-07-29 },
}

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