Universe

Detect, Count, And Visualize Object Detection Computer Vision Dataset

bytestmodelsTask:
Object Detection
License:CC BY 4.0

How to use the Detect, Count, And Visualize Object Detection 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="testmodels-hszmp/detect-count-and-visualize-object-detection-ptxv4-instant-1")
Give your agent everything it needs

Or, Use Free Object, 1084-0 2847-0 1079-0 2839-0 1099-0 2827-0 1104-0 2836-0 small-vehicle 1 and 371-0 1747-0 378-0 1756-0 364-0 1763-0 359-0 1755-0 small-vehicle 1 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": "object, 1084-0 2847-0 1079-0 2839-0 1099-0 2827-0 1104-0 2836-0 small-vehicle 1, 371-0 1747-0 378-0 1756-0 364-0 1763-0 359-0 1755-0 small-vehicle 1, 377-0 1756-0 381-0 1764-0 366-0 1774-0 365-0 1764-0 small-vehicle 1, 380-0 1763-0 386-0 1773-0 372-0 1782-0 366-0 1773-0 small-vehicle 1"
  },
  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 1.9k imagesDetect, Count, And Visualize Object Detection items sample showing 429-0 1763-0 432-0 1771-0 416-0 1775-0 414-0 1767-0 small-vehicle 1, 429-0 1774-0 432-0 1785-0 419-0 1787-0 412-0 1778-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 377-0 1756-0 381-0 1764-0 366-0 1774-0 365-0 1764-0 small-vehicle 1, 426-0 1750-0 429-0 1759-0 414-0 1766-0 406-0 1759-0 small-vehicle 1, 429-0 1763-0 432-0 1771-0 416-0 1775-0 414-0 1767-0 small-vehicle 1, 492-0 1747-0 483-0 1750-0 478-0 1737-0 484-0 1732-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 371-0 1747-0 378-0 1756-0 364-0 1763-0 359-0 1755-0 small-vehicle 1, 380-0 1763-0 386-0 1773-0 372-0 1782-0 366-0 1773-0 small-vehicle 1, 405-0 1810-0 409-0 1821-0 394-0 1829-0 389-0 1821-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 377-0 1756-0 381-0 1764-0 366-0 1774-0 365-0 1764-0 small-vehicle 1, 429-0 1763-0 432-0 1771-0 416-0 1775-0 414-0 1767-0 small-vehicle 1, 429-0 1774-0 432-0 1785-0 419-0 1787-0 412-0 1778-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 409-0 1712-0 415-0 1722-0 396-0 1731-0 392-0 1722-0 small-vehicle 1, 429-0 1774-0 432-0 1785-0 419-0 1787-0 412-0 1778-0 small-vehicle 1, gsd:0-242183449549Detect, Count, And Visualize Object Detection items sample showing 371-0 1747-0 378-0 1756-0 364-0 1763-0 359-0 1755-0 small-vehicle 1, 380-0 1763-0 386-0 1773-0 372-0 1782-0 366-0 1773-0 small-vehicle 1, 394-0 1794-0 399-0 1802-0 385-0 1810-0 379-0 1803-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sampleDetect, Count, And Visualize Object Detection items sample showing 394-0 1794-0 399-0 1802-0 385-0 1810-0 379-0 1803-0 small-vehicle 1, 429-0 1774-0 432-0 1785-0 419-0 1787-0 412-0 1778-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 429-0 1774-0 432-0 1785-0 419-0 1787-0 412-0 1778-0 small-vehicle 1, imagesource:GoogleEarthDetect, Count, And Visualize Object Detection items sample showing 394-0 1794-0 399-0 1802-0 385-0 1810-0 379-0 1803-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 396-0 1686-0 399-0 1699-0 384-0 1700-0 379-0 1692-0 small-vehicle 1Detect, Count, And Visualize Object Detection items sample showing 409-0 1712-0 415-0 1722-0 396-0 1731-0 392-0 1722-0 small-vehicle 1

About Detect, Count, And Visualize Object Detection Model

A description for this project has not been published yet.

Cite This Project

LicenseCC BY 4.0

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

@misc{ detect-count-and-visualize-object-detection-ptxv4_dataset,
  title = { Detect, Count, And Visualize Object Detection Dataset },
  type = { Open Source Dataset },
  author = { testmodels },
  howpublished = { \url{ https://universe.roboflow.com/testmodels-hszmp/detect-count-and-visualize-object-detection-ptxv4 } },
  url = { https://universe.roboflow.com/testmodels-hszmp/detect-count-and-visualize-object-detection-ptxv4 },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2025 },
  month = { apr },
  note = { visited on 2026-07-29 },
}

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