efficientad-bottle / README.md
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metadata
license: mit
tags:
  - anomaly-detection
  - quality-control
  - computer-vision
  - efficientad

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.