MSherbinii/efficientad-bottle

EfficientAD - Bottle Inspection Model

Production-ready anomaly detection model for bottle quality inspection.

Model Details

• Dataset: MVTec AD - Bottle
• Architecture: EfficientAD (Medium)
• Accuracy: 90.0%
• Inference Time: ~300-500ms

Defect Types Detected

• Broken (large)
• Broken (small)
• Contamination

Usage

from huggingface_hub import hf_hub_download
import torch

# Download model weights
teacher = hf_hub_download(repo_id="MSherbinii/efficientad-bottle", filename="teacher_final.pth")
student = hf_hub_download(repo_id="MSherbinii/efficientad-bottle", filename="student_final.pth")
autoencoder = hf_hub_download(repo_id="MSherbinii/efficientad-bottle", filename="autoencoder_final.pth")

Live Demo

Try it at: https://msherbinii-lumina-ai-detection.hf.space

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Industrial AI quality control system.