LCDM - Version 1 Computer Vision Model
How to use the LCDM - Version 1 Detection API
Try This Model
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Model type: Roboflow 3.0 Object Detection (Fast)
Dataset: lcdm-version-1/11 (428 images)
Checkpoint: COCOn
Jan 14, 2025
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="lcdm-version-1/11")Give your agent everything it needs
Or, Use Free Celestine, Minerals-vLI0 and Pyrite 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": "Celestine, minerals-vLI0, Pyrite, Quartz"
},
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 LCDM - Version 1 Model
Educational project realized for an engineering diploma work.
- Photos used in this edition are acquired from DepositPhotos. This project is realized in a non-commercial purpose only to test YOLOv11's capability to recognize patterns in minerals.
- Project is being realized for Warsaw's Institute of Technology (WIT Academy).
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Cite This Project
LicenseCC BY 4.0If you use this dataset in a research paper, please cite it using the following BibTeX:
@misc{ lcdm-version-1_dataset,
title = { LCDM - Version 1 Dataset },
type = { Open Source Dataset },
author = { Nexreons LLM Workspace },
howpublished = { \url{ https://universe.roboflow.com/nexreons-llm-workspace/lcdm-version-1 } },
url = { https://universe.roboflow.com/nexreons-llm-workspace/lcdm-version-1 },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2025 },
month = { jan },
note = { visited on 2026-07-29 },
}