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noiserite-beats-mahalanobis
hashan-7/noiserite-beats-mahalanobis
noiserite-beats-mahalanobis is a audio classification model from hashan-7. Use it for the audio classification task on the model card, and read the license before you ship it in a product. It is set up for noiserite. The card lists the license as other.
This repository contains the safe release package for the NoiseRite per-machine acoustic anomaly-screening system.
Access
Public
Updated Aug 25, 2026
Repo size
31.6 MB
Likes
1
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Repo makeup
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.npz31.6 MB · 100%
At a glance
- Task
- Audio Classification
- Library
- noiserite
- License
- other
- Access
- Public
- Created
- Aug 25, 2026
- Updated
- Aug 25, 2026
- SHA
- eb6cdb06
Model card
From the Hugging Face model README
NoiseRite BEATs + Mahalanobis
This repository contains the safe release package for the NoiseRite per-machine acoustic anomaly-screening system.
Selected system
- Encoder:
beats - Scorer:
mahalanobis - Embedding dimension:
768 - Official score:
0.579158
Robustness summary
| Condition | Official score | Drop from clean |
|---|---|---|
| Clean | 0.579158 | 0.000000 |
| White noise 20 dB | 0.512913 | 0.066245 |
| White noise 10 dB | 0.519820 | 0.059339 |
| White noise 5 dB | 0.529012 | 0.050147 |
| White noise 0 dB | 0.537137 | 0.042022 |
Artifact contents
This package exports only machine-specific Mahalanobis scorer statistics:
- per-machine
location - per-machine
precision - metadata and evaluation summaries
It does not include raw audio, full embedding caches, or the BEATs checkpoint.
Intended use
NoiseRite is intended for acoustic anomaly screening of registered machine types using a known-normal baseline.
Limitations
NoiseRite does not diagnose exact mechanical faults, certify machine safety, predict remaining useful life, or prescribe maintenance actions.
Public redistribution of external encoder checkpoints remains under review.
- Task
- Audio Classification
- Library
- noiserite
- License
- other
- Created
- Aug 25, 2026
- Updated
- Aug 25, 2026