gwhd2021-ss-rmrg Computer Vision Dataset

About gwhd2021-ss-rmrg Dataset

Overview

Introduction

This dataset focuses on the detection of wheat heads in various images. It aims to facilitate research and development in agricultural monitoring and yield estimation. The single class in this dataset is "whd," representing visible wheat heads.

Object Classes

whd

Description

The "whd" class represents wheat heads, which are the grain-bearing tip of the wheat plant. Visually, these are characterized by their elongated shape and dense cluster of grains. They typically stand out from the surrounding plant matter due to their structure.

Instructions

  • Annotate each visible wheat head by drawing a bounding box around it.
  • The wheat head is identified by its elongated shape with a cluster of grains.
  • Include the entire wheat head within the bounding box, ensuring no parts are left out.
  • If a wheat head is partially obscured or extends out of the image, adjust the bounding box to include the visible portion accurately.
  • Do not label other parts of the wheat plant or unrelated vegetation as "whd."
  • Ensure each wheat head receives one bounding box and avoid overlapping with other objects.
  • Do not annotate any area where the wheat head is too obscured to be identifiable or distinguishable from similar plant parts.
  • Smaller wheat heads or those unclear in the image should not be annotated unless they are clearly identifiable.

Use Free Whd Detection API

Powered by general detection model

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": "whd"
  },
  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 

Cite This Project

LicenseMIT

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

@misc{ gwhd2021-ss-rmrg_dataset,
  title = { gwhd2021-ss-rmrg Dataset },
  type = { Open Source Dataset },
  author = { Roboflow100VL Semisupervised },
  howpublished = { \url{ https://universe.roboflow.com/roboflow100vl-semisupervised/gwhd2021-ss-rmrg } },
  url = { https://universe.roboflow.com/roboflow100vl-semisupervised/gwhd2021-ss-rmrg },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2025 },
  month = { mar },
  note = { visited on 2026-07-29 },
}

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