Table 5 Experiment results on OHID-1 and other HSI datasets.

From: OHID-1: A New Large Hyperspectral Image Dataset for Multi-Classification

Datasets

EVALUATION METRIC

1DCNN

2DCNN

3DCNN

CDCNN

DBMA

DBDA

SVM

SSSAN

CVSSN

HyLITE

Indian Pines

OA

0.861

0.917

0.84

0.623

0.932

0.954

0.694

0.956

0.981

0.983

AA

0.916

0.93

0.904

0.509

0.877

0.965

0.656

0.957

0.959

0.969

kappa

0.838

0.902

0.814

0.559

0.922

0.947

0.647

0.95

0.978

0.980

Pavia university

OA

0.918

0.968

0.971

0.877

0.947

0.96

0.843

0.998

0.999

0.991

AA

0.925

0.969

0.97

0.824

0.955

0.965

0.83

0.998

0.998

0.988

kappa

0.891

0.957

0.961

0.836

0.93

0.947

0.788

0.997

0.998

0.989

Salinas Valley

OA

0.911

0.936

0.882

0.778

0.954

0.975

0.881

0.985

0.997

0.964

AA

0.964

0.974

0.951

0.799

0.963

0.98

0.915

0.993

0.998

0.984

kappa

0.901

0.928

0.868

0.755

0.949

0.972

0.867

0.983

0.997

0.960

WHU-Hi-Hanchuan

OA

0.792

0.869

0.854

0.678

0.838

0.857

0.707

0.985

0.991

0.952

AA

0.754

0.856

0.833

0.429

0.78

0.821

0.506

0.983

0.986

0.889

kappa

0.759

0.848

0.83

0.615

0.809

0.831

0.655

0.983

0.989

0.943

WHU-Hi-Longkou

OA

0.918

0.969

0.963

0.967

0.993

0.996

0.949

0.96

0.999

0.989

AA

0.925

0.973

0.958

0.924

0.979

0.989

0.885

0.886

0.997

0.977

kappa

0.891

0.96

0.951

0.956

0.991

0.995

0.934

0.948

0.998

0.986

WHU-Hi-Honghu

OA

0.742

0.887

0.841

0.778

0.888

0.899

0.757

0.986

0.993

0.946

AA

0.726

0.88

0.84

0.464

0.831

0.879

0.538

0.97

0.983

0.870

kappa

0.687

0.858

0.804

0.716

0.859

0.873

0.684

0.982

0.991

0.931

OHID-1

OA

0.592

0.663

0.615

0.724

0.736

0.74

0.691

0.895

0.903

0.869

AA

0.616

0.687

0.648

0.562

0.601

0.61

0.543

0.836

0.886

0.698

kappa

0.501

0.583

0.529

0.653

0.67

0.675

0.614

0.855

0.864

0.798