Datasets › MVTecAD › Papers, page 2

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)

Page 2 of 2: papers 101 to 118 of 118 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

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
Unsupervised Two-Stage Anomaly Detection 0 1 22 Mar 2021 not harvested
Student-Teacher Feature Pyramid Matching for Anomaly Detection 10 1 7 Mar 2021 not harvested
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)
Industrial Image Anomaly Localization Based on Gaussian Clustering of Pretrained Feature 1 1 6 Jan 2021 not harvested
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation 1 1 13 Dec 2020 not harvested
MOCCA: Multi-Layer One-Class ClassificAtion for Anomaly Detection 1 1 9 Dec 2020 not harvested
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)
Learning and Evaluating Representations for Deep One-class Classification 1 2 4 Nov 2020 not harvested
Reconstruction by Inpainting for Visual Anomaly Detection 2 1 17 Oct 2020 not harvested
Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows 3 1 28 Aug 2020 not harvested
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
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation 3 1 29 Jun 2020 not harvested
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
Attention Guided Anomaly Localization in Images 0 4 19 Nov 2019 not harvested
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)