ML Research Wiki / Benchmarks / Unsupervised Anomaly Detection / AnoShift

AnoShift

Unsupervised Anomaly Detection Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: ROC-AUC FAR

Top Performing Models

Rank Model Paper ROC-AUC FAR Date Code
1 ACR-NTL (zero-shot, test anomaly ratio=1%) Zero-Shot Anomaly Detection via Batch Normalization 62.50 2023-02-15 📦 aodongli/zero-shot-ad-via-batch-norm
2 ACR-DSVDD (zero-shot, anomaly ratio=1%) Zero-Shot Anomaly Detection via Batch Normalization 62.00 2023-02-15 📦 aodongli/zero-shot-ad-via-batch-norm
3 ACR-NTL (zero-shot, test anomaly ratio=20%) Zero-Shot Anomaly Detection via Batch Normalization 62.00 2023-02-15 📦 aodongli/zero-shot-ad-via-batch-norm
4 ACR-DSVDD (zero-shot, anomaly ratio=20%) Zero-Shot Anomaly Detection via Batch Normalization 59.10 2023-02-15 📦 aodongli/zero-shot-ad-via-batch-norm
5 COPOD AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 50.42 2022-06-30 📦 bit-ml/anoshift
6 OC-SVM AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 49.57 2022-06-30 📦 bit-ml/anoshift
7 SO-GAAL AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 49.35 2022-06-30 📦 bit-ml/anoshift
8 ECOD Li et al. (2022) AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 49.19 2022-06-30 📦 bit-ml/anoshift
9 LOF AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 34.96 2022-06-30 📦 bit-ml/anoshift
10 deepSVDD AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 34.53 2022-06-30 📦 bit-ml/anoshift

All Papers (15)

Zero-Shot Anomaly Detection via Batch Normalization

2023
ACR-NTL (zero-shot, test anomaly ratio=1%)
aodongli/zero-shot-ad-via-batch-norm

Zero-Shot Anomaly Detection via Batch Normalization

2023
ACR-DSVDD (zero-shot, anomaly ratio=1%)
aodongli/zero-shot-ad-via-batch-norm

Zero-Shot Anomaly Detection via Batch Normalization

2023
ACR-NTL (zero-shot, test anomaly ratio=20%)
aodongli/zero-shot-ad-via-batch-norm

Zero-Shot Anomaly Detection via Batch Normalization

2023
ACR-DSVDD (zero-shot, anomaly ratio=20%)
aodongli/zero-shot-ad-via-batch-norm
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift
bit-ml/anoshift