Skip to main content

Table 3 Experimental results of all 16 SIMPLE descriptors on the UKBench dataset

From: Localizing global descriptors for content-based image retrieval

  

SIFT detector

SURF detector

 

Size

WS

MAP

P@4

ANMRR

WS

MAP

P@4

ANMRR

CEDD

2048

n.t.c

0.6402

0.5360

0.2769

l.t.c

0.8280

0.7580

0.1207

 

512

l.t.c

0.8139

0.7710

0.1562

l.t.c

0.8964

0.8670

0.0879

 

128

l.n.n

0.7911

0.7350

0.1695

l.n.c

0.8665

0.8260

0.1104

 

32

n.n.n

0.6797

0.2741

0.2878

l.n.n

0.7806

0.7250

0.1771

SCD

2048

n.t.c

0.7195

0.6230

0.2058

l.t.c

0.8730

0.8180

0.0871

 

512

l.t.c

0.8696

0.8350

0.1058

l.t.c

0.9145

0.8960

0.0713

 

128

l.n.n

0.8764

0.8350

0.0961

l.t.c

0.8941

0.8640

0.0858

 

32

l.n.n

0.7649

0.6890

0.1822

l.n.n

0.7956

0.7420

0.1672

CLD

2048

n.n.c

0.6327

0.5340

0.2847

l.n.c

0.7693

0.6890

0.1706

 

512

l.t.c

0.7699

0.7180

0.1874

l.t.c

0.8446

0.8160

0.1333

 

128

l.n.n

0.7649

0.7200

0.1950

l.n.n

0.8112

0.7640

0.1576

 

32

n.n.n

0.5944

0.5430

0.3575

n.n.n

0.6857

0.6290

0.2725

EHD

2048

l.n.c

0.2712

0.2600

0.7052

n.n.c

0.4093

0.3720

0.5422

 

512

l.n.c

0.2689

0.2560

0.7075

n.n.c

0.4276

0.4010

0.5321

 

128

n.n.n

0.2708

0.2640

0.7054

n.n.n

0.3972

0.3760

0.5590

 

32

n.n.n

0.2752

0.2640

0.6954

n.n.n

0.3570

0.3330

0.5987

  

Rnd (600 samples)

GaussRnd (600 samples)

 

Size

WS

MAP

P@4

ANMRR

WS

MAP

P@4

ANMRR

CEDD

2048

l.t.c

0.9183

0.8890

0.0683

l.t.c

0.9245

0.9030

0.0655

 

512

l.t.c

0.9146

0.8870

0.0707

l.t.c

0.9227

0.8940

0.0624

 

128

l.n.c

0.8892

0.8460

0.0886

l.t.c

0.8895

0.8540

0.0894

 

32

l.n.n

0.7993

0.7410

0.1632

l.n.n

0.7894

0.7300

0.1685

SCD

2048

l.t.c

0.9268

0.8980

0.0573

l.t.c

0.9254

0.9020

0.0608

 

512

l.t.c

0.9186

0.8950

0.0674

l.t.c

0.9218

0.8930

0.0638

 

128

l.t.c

0.8876

0.8420

0.0888

l.t.c

0.8917

0.8580

0.0865

 

32

l.n.c

0.7884

0.7260

0.1704

l.n.c

0.8095

0.7560

0.1582

CLD

2048

l.t.c

0.8831

0.8480

0.1024

l.t.c

0.8893

0.8560

0.0926

 

512

l.n.c

0.8718

0.8400

0.1069

l.t.c

0.8715

0.8360

0.1059

 

128

l.n.c

0.8184

0.7730

0.1545

l.n.c

0.8347

0.7890

0.1345

 

32

l.n.n

0.6455

0.5860

0.2978

l.n.n

0.6851

0.6200

0.2577

EHD

2048

l.t.c

0.6235

0.5780

0.3378

l.t.c

0.6185

0.5830

0.3425

 

512

l.n.c

0.5629

0.5270

0.3919

l.n.c

0.5788

0.5310

0.3762

 

128

l.n.n

0.4944

0.4610

0.4551

l.n.n

0.5053

0.4640

0.4408

 

32

l.n.n

0.3166

0.3070

0.6017

n.n.c

0.4153

0.3810

0.5340

  1. MAP results in italics mark performances that surpass the baseline performance. Results in bold font mark the highest performance achieved per detector