thalos-fall-protection-v1

Thalos Fall Protection (Harness) Detection – v1.0 (Roboflow → HuggingFace export)

This repository contains the Fall Protection (Harness) Detection model used in the Thalos Safety Intelligence platform.

It identifies fall-related PPE and risk conditions including:

• full-body harness usage
• missing harness when working at height
• workers attached vs. not attached to anchor points
• potential fall-from-height scenarios
• unsafe usage of lanyards, hooks, or anchorages
• people working near edges with or without proper fall protection

This model was originally trained in Roboflow (Object Detection Large / YOLOv8-derived)
and exported as a PyTorch .pt file.
It is now hosted on HuggingFace for independent, cost-controlled inference inside the Thalos YOLO service.

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🚀 Usage (Python)

from ultralytics import YOLO

model = YOLO("thalostech2025/thalos-fall-protection-v1/fall_protection_harness_weights.pt")

results = model("example.jpg")
results.show()


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🔗 Load From URL (Used by the Thalos YOLO Service)

import torch
import requests
from io import BytesIO

HF_URL = "https://huggingface.co/thalostech2025/thalos-fall-protection-v1/resolve/main/fall_protection_harness_weights.pt"

response = requests.get(HF_URL)
model = torch.load(BytesIO(response.content), map_location="cpu")


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🏷️ Labels / Classes

Based on the v1.0 dataset, the following classes are included:

harness_worn
harness_missing
lanyard_attached
lanyard_not_attached
person_at_height
edge_zone

(Label names may vary slightly depending on your final dataset schema.)

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📄 License

This model is distributed under the AGPL-3.0 license, consistent with Roboflow export requirements.

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🔒 Important Notes
	•	This repository contains only the model weights, not the training data.
	•	Thalos uses this model through the internal YOLO inference microservice.
	•	Future versions (v2.0+) may incorporate pose estimation or depth to refine fall-risk understanding.
	•	Migrating this model to HF removes reliance on Roboflow cloud inference and its credit system.

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👤 Maintainer

Thalos Tech (2025)
Safety Intelligence & Hazard Detection Platform