Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/AST

AST

Reported on 15 benchmarks across 3 tasks · 2 papers · 9 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology11 results

Anomaly DetectiononMVTEC 3D-AD
Detection AUROC· uses extra data· 2022-10-14
93.7
SOTA
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTEC 3D-AD
Segmentation AUROC· uses extra data· 2022-10-14
97.6
SOTA
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononVisA
Detection AUROC· 2022-10-14
94.9
best: 99.8 (UniNet)
SOTA
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only logical)· 2022-10-14
79.7
best: 98.1 (PSAD)
SOTA
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTEC 3D-AD
Detection AUCROC· 2022-10-14
0.937
best: 0.982 (TransFusion)
SOTA
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTec AD
Detection AUROC· 2022-10-14
99.2
best: 99.9 (GLASS)
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTec AD
Segmentation AUROC· 2022-10-14
95
best: 99.7 (WeakREST-Block)
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononVisA
Segmentation AUPRO (until 30% FPR)· 2022-10-14
81.5
best: 96.1 (AnomalyDINO-S (full-shot))
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only structural)· 2022-10-14
87.1
best: 95.9 (PUAD-M)
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTec LOCO AD
Segmentation AU-sPRO (until FPR 5%)· 2022-10-14
42.7
best: 83.2 (SAM-LAD)
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829
Anomaly DetectiononMVTEC 3D-AD
Segmentation AUCROC· 2022-10-14
0.976
best: 0.996 (Shape-Guided)
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection arXiv:2210.07829

Computer Vision4 results

Instance SegmentationonShapeStacks
ARI-FG· 2022-05-26
0.82
SOTA
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax arXiv:2205.13271
Instance SegmentationonObjectsRoom
ARI-FG· 2022-05-26
0.87
SOTA
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax arXiv:2205.13271
Unsupervised Object SegmentationonShapeStacks
ARI-FG· 2022-05-26
0.82
SOTA
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax arXiv:2205.13271
Unsupervised Object SegmentationonObjectsRoom
ARI-FG· 2022-05-26
0.87
SOTA
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax arXiv:2205.13271