SOTA Anomaly Detection on Eyecandies and PapersWithCode

Method
RGB-cD-N 2023.03	0.98	0.979	0.982	0.978	0.951	0.853	0.971	0.978	0.985	0.967	0.962
M3DM 2023.03	0.977	0.903	0.902	0.93	0.875	0.832	0.909	0.968	0.868	0.918	0.908
M3DM 2023.03	0.974	0.987	0.962	0.998	0.966	0.941	0.973	0.984	0.996	0.985	0.977
RGB-D 2023.03	0.973	0.927	0.958	0.945	0.929	0.806	0.827	0.977	0.931	0.928	0.92
RGB 2023.03	0.972	0.933	0.96	0.945	0.929	0.815	0.855	0.977	0.931	0.928	0.925
M3DM 2023.03	0.956	0.979	0.958	0.998	0.976	0.941	0.977	0.986	0.997	0.988	0.976
MVAD 2026.04	0.933	0.847	0.685	0.814	0.855	0.736	0.855	0.956	0.842	0.773	0.83
CFM (DINO-v2 + FPFH) 2026.04	0.928	0.775	0.706	0.764	0.797	0.654	0.876	0.946	0.871	0.802	0.812
PatchCore (WRN-101) 2026.04	0.911	0.823	0.651	0.787	0.777	0.712	0.847	0.96	0.891	0.772	0.813
SGANet 2026.04	0.846	0.921	0.795	0.879	0.899	0.712	0.887	0.885	0.884	0.834	0.854
2M3DF 2026.03	0.753	0.955	0.937	0.967	0.901	0.792	0.889	0.913	0.98	0.893	0.897
AST 2026.04	0.75	0.647	0.566	0.662	0.559	0.519	0.572	0.587	0.479	0.471	0.581
CFM (DINO-v2 + FPFH) 2026.04	0.742	0.395	0.278	0.387	0.286	0.185	0.544	0.744	0.524	0.405	0.449
MVAD 2026.04	0.717	0.508	0.196	0.489	0.388	0.21	0.454	0.77	0.523	0.399	0.465
GPAD 2026.03	0.71	1	0.928	0.96	0.795	0.848	0.986	0.908	1	0.984	0.912
DSR 2023.11	0.706	0.965	0.95	0.966	0.87	0.79	0.885	0.857	0.998	0.992	0.898
CFM 2026.03	0.68	0.931	0.952	0.88	0.865	0.782	0.917	0.84	0.998	0.962	0.881
PatchCore (WRN-101) 2026.04	0.665	0.497	0.174	0.369	0.305	0.276	0.471	0.771	0.565	0.395	0.449
3DSR 2023.11	0.651	0.998	0.904	0.978	0.875	0.861	0.965	0.899	0.99	0.971	0.909
3DSR 2026.03	0.651	0.998	0.904	0.978	0.875	0.861	0.965	0.899	0.99	0.971	0.909
M3DM 2023.03	0.648	0.949	0.941	1	0.878	0.632	0.933	0.811	0.998	1	0.879
M3DM 2023.11	0.648	0.949	0.941	1	0.878	0.632	0.933	0.811	0.998	1	0.879
M3DM 2023.03	0.624	0.958	0.958	1	0.886	0.758	0.949	0.836	1	1	0.897
M3DM 2023.11	0.624	0.958	0.958	1	0.886	0.758	0.949	0.836	1	1	0.897
M3DM 2026.03	0.624	0.958	0.958	1	0.886	0.758	0.949	0.836	1	1	0.897
PatchCore (DINO-v2) 2026.04	0.601	0.908	0.733	0.872	0.873	0.712	0.893	0.816	0.888	0.821	0.812
3DSR 2023.11	0.6	0.768	0.742	0.77	0.761	0.749	0.811	0.831	0.811	0.917	0.776
RGB-CD-N 2023.03	0.596	0.843	0.819	0.846	0.833	0.55	0.75	0.846	0.94	0.848	0.787
STFPM 2023.03	0.551	0.654	0.576	0.784	0.737	0.79	0.778	0.62	0.84	0.749	0.708
PaDiM 2023.03	0.531	0.816	0.821	0.856	0.826	0.727	0.784	0.665	0.987	0.924	0.794
RGB-D 2023.03	0.529	0.861	0.739	0.752	0.594	0.498	0.679	0.651	0.838	0.75	0.689
RGB 2023.03	0.527	0.848	0.772	0.734	0.59	0.508	0.693	0.76	0.851	0.73	0.701
SGANet 2026.04	0.49	0.75	0.52	0.665	0.591	0.31	0.645	0.47	0.583	0.527	0.555
M3DM 2023.03	0.482	0.589	0.805	0.845	0.78	0.538	0.766	0.827	0.8	0.822	0.725
M3DM 2023.11	0.482	0.589	0.805	0.845	0.78	0.538	0.766	0.827	0.8	0.822	0.725
SGANet 2026.04	0.451	0.925	0.787	0.757	0.692	0.534	0.795	0.77	0.842	0.874	0.743
AST 2026.04	0.448	0.424	0.574	0.37	0.548	0.595	0.613	0.662	0.498	0.325	0.506
PatchCore 2026.04	0.443	0.824	0.563	0.68	0.784	0.602	0.811	0.658	0.781	0.587	0.673
AST 2026.04	0.431	0.293	0.202	0.242	0.214	0.13	0.13	0.163	0.041	0.021	0.187
CFM 2026.04	0.39	0.542	0.514	0.643	0.572	0.426	0.613	0.618	0.688	0.533	0.554
PatchCore 2026.04	0.381	0.592	0.534	0.677	0.409	0.707	0.448	0.621	0.651	0.562	0.558
MVAD 2026.04	0.322	0.534	0.448	0.773	0.579	0.41	0.635	0.487	0.666	0.723	0.558
PatchCore (DINO-v2) 2026.04	0.177	0.715	0.325	0.66	0.614	0.322	0.695	0.328	0.626	0.491	0.495

RGB-cD-N

2023.03

0.98

0.979

0.982

0.978

0.951

0.853

0.971

0.978

0.985

0.967

0.962

M3DM

2023.03

0.977

0.903

0.902

0.93

0.875

0.832

0.909

0.968

0.868

0.918

0.908

M3DM

2023.03

0.974

0.987

0.962

0.998

0.966

0.941

0.973

0.984

0.996

0.985

0.977

RGB-D

2023.03

0.973

0.927

0.958

0.945

0.929

0.806

0.827

0.977

0.931

0.928

0.92

RGB

2023.03

0.972

0.933

0.96

0.945

0.929

0.815

0.855

0.977

0.931

0.928

0.925

M3DM

2023.03

0.956

0.979

0.958

0.998

0.976

0.941

0.977

0.986

0.997

0.988

0.976

MVAD

2026.04

0.933

0.847

0.685

0.814

0.855

0.736

0.855

0.956

0.842

0.773

0.83

CFM (DINO-v2 + FPFH)

2026.04

0.928

0.775

0.706

0.764

0.797

0.654

0.876

0.946

0.871

0.802

0.812

PatchCore (WRN-101)

2026.04

0.911

0.823

0.651

0.787

0.777

0.712

0.847

0.96

0.891

0.772

0.813

SGANet

2026.04

0.846

0.921

0.795

0.879

0.899

0.712

0.887

0.885

0.884

0.834

0.854

2M3DF

2026.03

0.753

0.955

0.937

0.967

0.901

0.792

0.889

0.913

0.98

0.893

0.897

AST

2026.04

0.75

0.647

0.566

0.662

0.559

0.519

0.572

0.587

0.479

0.471

0.581

CFM (DINO-v2 + FPFH)

2026.04

0.742

0.395

0.278

0.387

0.286

0.185

0.544

0.744

0.524

0.405

0.449

MVAD

2026.04

0.717

0.508

0.196

0.489

0.388

0.21

0.454

0.77

0.523

0.399

0.465

GPAD

2026.03

0.71

1

0.928

0.96

0.795

0.848

0.986

0.908

1

0.984

0.912

DSR

2023.11

0.706

0.965

0.95

0.966

0.87

0.79

0.885

0.857

0.998

0.992

0.898

CFM

2026.03

0.68

0.931

0.952

0.88

0.865

0.782

0.917

0.84

0.998

0.962

0.881

PatchCore (WRN-101)

2026.04

0.665

0.497

0.174

0.369

0.305

0.276

0.471

0.771

0.565

0.395

0.449

3DSR

2023.11

0.651

0.998

0.904

0.978

0.875

0.861

0.965

0.899

0.99

0.971

0.909

3DSR

2026.03

0.651

0.998

0.904

0.978

0.875

0.861

0.965

0.899

0.99

0.971

0.909

M3DM

2023.03

0.648

0.949

0.941

1

0.878

0.632

0.933

0.811

0.998

1

0.879

M3DM

2023.11

0.648

0.949

0.941

1

0.878

0.632

0.933

0.811

0.998

1

0.879

M3DM

2023.03

0.624

0.958

1

0.886

0.758

0.949

0.836

1

0.897

M3DM

2023.11

0.624

0.958

1

0.886

0.758

0.949

0.836

1

0.897

M3DM

2026.03

0.624

0.958

1

0.886

0.758

0.949

0.836

1

0.897

PatchCore (DINO-v2)

2026.04

0.601

0.908

0.733

0.872

0.873

0.712

0.893

0.816

0.888

0.821

0.812

3DSR

2023.11

0.6

0.768

0.742

0.77

0.761

0.749

0.811

0.831

0.811

0.917

0.776

RGB-CD-N

2023.03

0.596

0.843

0.819

0.846

0.833

0.55

0.75

0.846

0.94

0.848

0.787

STFPM

2023.03

0.551

0.654

0.576

0.784

0.737

0.79

0.778

0.62

0.84

0.749

0.708

PaDiM

2023.03

0.531

0.816

0.821

0.856

0.826

0.727

0.784

0.665

0.987

0.924

0.794

RGB-D

2023.03

0.529

0.861

0.739

0.752

0.594

0.498

0.679

0.651

0.838

0.75

0.689

RGB

2023.03

0.527

0.848

0.772

0.734

0.59

0.508

0.693

0.76

0.851

0.73

0.701

SGANet

2026.04

0.49

0.75

0.52

0.665

0.591

0.31

0.645

0.47

0.583

0.527

0.555

M3DM

2023.03

0.482

0.589

0.805

0.845

0.78

0.538

0.766

0.827

0.8

0.822

0.725

M3DM

2023.11

0.482

0.589

0.805

0.845

0.78

0.538

0.766

0.827

0.8

0.822

0.725

SGANet

2026.04

0.451

0.925

0.787

0.757

0.692

0.534

0.795

0.77

0.842

0.874

0.743

AST

2026.04

0.448

0.424

0.574

0.37

0.548

0.595

0.613

0.662

0.498

0.325

0.506

PatchCore

2026.04

0.443

0.824

0.563

0.68

0.784

0.602

0.811

0.658

0.781

0.587

0.673

AST

2026.04

0.431

0.293

0.202

0.242

0.214

0.13

0.163

0.041

0.021

0.187

CFM

2026.04

0.39

0.542

0.514

0.643

0.572

0.426

0.613

0.618

0.688

0.533

0.554

PatchCore

2026.04

0.381

0.592

0.534

0.677

0.409

0.707

0.448

0.621

0.651

0.562

0.558

MVAD

2026.04

0.322

0.534

0.448

0.773

0.579

0.41

0.635

0.487

0.666

0.723

0.558

PatchCore (DINO-v2)

2026.04

0.177

0.715

0.325

0.66

0.614

0.322

0.695

0.328

0.626

0.491

0.495

Anomaly Detection on Eyecandies

Evaluation Results