Datasets › MVTecAD › Papers where code ran, page 1

MVTecAD (MVTEC ANOMALY DETECTION DATASET)

Papers archive 2025-07-28

papers with a benchmark row: 118 · with a code link: 96 · where Syntology ran a sample: 44 (40 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (44 of 118 with a benchmark row: 40 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 44 of the 44 papers with a benchmark row here where Syntology ran at least one harvested sample (40 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 402. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection 2 3 4 Mar 2025 official (archive's flag): 1 ran · 4 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 1 1 22 Jul 2024 official (archive's flag): 20 ran · 20 ran (of which 10 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 1 violated, 15 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (4 pointer-only for licence)
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization 2 1 12 Jul 2024 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 1 1 11 Jun 2024 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (8 pointer-only for licence)
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection 2 4 23 May 2024 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 1 4 23 May 2024 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection 3 1 9 Apr 2024 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified Anomaly Detection 1 1 20 Mar 2024 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection 1 1 18 Mar 2024 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence)
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 1 1 9 Mar 2024 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images 1 1 30 Jan 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection 1 1 11 Dec 2023 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 2 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection 1 1 16 Nov 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection 3 1 29 Oct 2023 official (archive's flag): 12 ran · 19 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 1 violated, 12 with no contract checked; 5 where Syntology's instrument failed) · 13 unverified (15 pointer-only for licence)
Hierarchical Vector Quantized Transformer for Multi-class Unsupervised Anomaly Detection 1 1 22 Oct 2023 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 1 7 13 Aug 2023 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD 2 1 27 May 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence)
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection 1 5 26 May 2023 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
SimpleNet: A Simple Network for Image Anomaly Detection and Localization 2 1 27 Mar 2023 official (archive's flag): 10 ran · 10 ran (of which 10 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified; every one of the 10 samples that ran constructed an object rather than computing a result
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 4 4 26 Mar 2023 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 2 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies 33 3 25 Mar 2023 29 ran (of which 0 constructed an object rather than computing a result; 29 with no instrument failure: 0 honoured, 0 violated, 29 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified
Diversity-Measurable Anomaly Detection 1 1 9 Mar 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence)
Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization 1 1 17 Feb 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Zero-Shot Anomaly Detection via Batch Normalization 1 1 15 Feb 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
A Unified Model for Multi-class Anomaly Detection 1 1 8 Jun 2022 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities 4 1 2 May 2022 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection 1 1 28 Mar 2022 official (archive's flag): 3 ran · 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (6 pointer-only for licence)
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection 1 1 1 Mar 2022 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Anomaly Detection via Reverse Distillation from One-Class Embedding 5 1 26 Jan 2022 official (archive's flag): 2 ran · 14 ran (of which 8 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (15 pointer-only for licence)
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows 5 1 15 Nov 2021 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization 3 1 30 Sep 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection 3 1 17 Aug 2021 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows 3 1 27 Jul 2021 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Towards Total Recall in Industrial Anomaly Detection 18 3 15 Jun 2021 official (archive's flag): 4 ran · 28 ran (of which 0 constructed an object rather than computing a result; 26 with no instrument failure: 1 honoured, 1 violated, 24 with no contract checked; 2 where Syntology's instrument failed) · 8 unverified (4 pointer-only for licence)
Inpainting Transformer for Anomaly Detection 2 1 28 Apr 2021 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
CutPaste: Self-Supervised Learning for Anomaly Detection and Localization 2 3 8 Apr 2021 3 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Deep One-Class Classification via Interpolated Gaussian Descriptor 2 3 25 Jan 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization 26 3 17 Nov 2020 7 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Anomaly localization by modeling perceptual features 1 1 12 Aug 2020 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Explainable Deep One-Class Classification 1 2 3 Jul 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection 4 1 28 May 2020 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Sub-Image Anomaly Detection with Deep Pyramid Correspondences 5 1 5 May 2020 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Iterative energy-based projection on a normal data manifold for anomaly localization 1 1 10 Feb 2020 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings 3 3 6 Nov 2019 8 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)