Datasets › MPDD

MPDD (Metal Parts Defect Detection Dataset)

Introduced by Stepan Jezek et al. in Deep learning-based defect detection of metal parts: evaluating current methods in complex conditions13 Dec 2021 archive 2025-07-28

MPDD is a dataset aimed at benchmarking visual defect detection methods in industrial metal parts manufacturing. It consists of more than 1000 images with pixel-precise defect annotation masks. The dataset is divided into the training subset with anomaly-free samples and the validation subset that contains both normal and anomalous samples. The dataset can be downloaded at the following link.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Anomaly Detection MPDD GLASS Detection AUROC 99.6 A Unified Anomaly Synthesis Strategy with Gradient... cqylunlun/glass +1 16 Compare

Papers archive 2025-07-28

16 shown of 16 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 44. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection 1 1 23 May 2025 not harvested
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration 0 1 7 Jan 2025 not harvested
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection 1 1 23 Dec 2024 not harvested
Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection 1 1 21 Oct 2024 ran 0 of 13 samples (13 unverified; 13 pointer-only for licence)
Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection 0 1 7 Aug 2024 not harvested
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 1 1 22 Jul 2024 ran 19 of 28 samples (9 unverified)
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization 2 1 12 Jul 2024 ran 5 of 8 samples (3 unverified)
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 1 1 11 Jun 2024 ran 10 of 15 samples (5 unverified)
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection 2 1 23 May 2024 ran 9 of 10 samples (1 unverified)
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 1 1 9 Mar 2024 ran 9 of 10 samples (1 unverified)
Produce Once, Utilize Twice for Anomaly Detection 0 1 20 Dec 2023 not harvested
Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision 0 1 25 May 2023 not harvested
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection 2 1 15 Mar 2023 not harvested
FastRecon: Few-shot Industrial Anomaly Detection via Fast Feature Reconstruction 0 1 1 Jan 2023 not harvested
Anomaly Detection using Score-based Perturbation Resilience 1 1 1 Jan 2023 not harvested
Towards Total Recall in Industrial Anomaly Detection 18 1 15 Jun 2021 ran 5 of 36 samples (31 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • MPDD

1 variant name, as the archive lists them.

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