Anomaly Detection on MPDD

Metric: Detection AUROC (higher is better)

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#	Model↕	Detection AUROC▼	Augmentations	Paper	Date↕	Code
1	GLASS	99.6	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
2	CRAS	98.8	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
3	DMDD	98.1	No	Dual-Modeling Decouple Distillation for Unsuperv...	2024-08-07	-
4	PBAS	97.7	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
5	GLAD	97.5	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
6	POUTA	97.5	No	Produce Once, Utilize Twice for Anomaly Detection	2023-12-20	-
7	Dinomaly	97.2	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
8	RealNet	96.3	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
9	DiffusionAD	96.2	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
10	ULSAD	95.73	No	Revisiting Deep Feature Reconstruction for Logic...	2024-10-21	Code
11	LeMO	87.4	No	Towards Total Online Unsupervised Anomaly Detect...	2023-05-25	-
12	FastRecon	82.5	No	-	-	-
13	AdaCLIP	82.5	No	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
14	PatchCore	82.12	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
15	KAnoCLIP	77.8	No	KAnoCLIP: Zero-Shot Anomaly Detection through Kn...	2025-01-07	-