Repeated Pattern Detection in Convolutional Neural Networks
PDF summary

Regular PSU patterns

Original image

Displacement Vector Voting Space


Log space shown for visiblity purposes
Green dot indicate selected displacement vector

Annotated Groundtruth

Implicit Pattern Model Detection Space

Extracted Grid

LAYER002

small_IMG_0064

LAYER065

small_IMG_0097

small_IMG_0158

LAYER029

small_IMG_0086

LAYER031

small_IMG_0068

LAYER026

small_IMG_0122

small_Roberto_10

LAYER042

LAYER054

small_IMG_0175

small_IMG_0066

small_necmiye08

necmiye04

small_IMG_0107

small_Texture1_010

LAYER053

small_STA_0205

LAYER044

small_IMG_0135

small_IMG_0084

small_IMG_0146

LAYER022

LAYER067

small_IMG_0095

small_IMG_0210

LAYER008

small_IMG_0083

small_IMG_0080

LAYER037

im015

small_IMG_0211

small_weina

Irregular PSU patterns

Original image

Displacement Vector Voting Space


Log space shown for visiblity purposes
Green dot indicate selected displacement vector

Annotated Groundtruth

Implicit Pattern Model Detection Space

Extracted Grid

LAYER068

LAYER030

LAYER025

IMG_0543_s30r

small_IMG_0060_001

LAYER024

LAYER023

small_IMG_0075

LAYER069

small_IMG_1939

LAYER063

Regular facades

Original image

Displacement Vector Voting Space


Log space shown for visiblity purposes
Green dot indicate selected displacement vector

Annotated Groundtruth

Implicit Pattern Model Detection Space

Extracted Grid

monge_37_mask

monge_41_mask

monge_10_mask

monge_48_mask

IMG_0739_c

monge_68_mask

monge_75_mask

monge_103_mask

IMG_0734_c

monge_45_mask

monge_11_mask

monge_24_mask

monge_46_mask

monge_62_mask

monge_91_mask

IMG_0737_c

monge_18_mask

monge_74_mask

monge_102_mask

monge_77_mask

monge_30_mask

monge_19_mask

monge_47_mask

monge_105_mask

monge_57_mask

monge_43_mask

monge_76_mask

monge_80_mask

IMG_0735_c

monge_110_mask

monge_73_mask

monge_21_mask

monge_97_mask

IMG_0736_c

monge_79_mask

monge_55_mask

IMG_0731_c

monge_44_mask

monge_82_mask

monge_25_mask

monge_33_mask

monge_114_mask

monge_96_mask

monge_118_mask

monge_3_mask

IMG_0738_c

monge_12_mask

monge_78_mask

monge_71_mask

IMG_0733_c

monge_83_mask

monge_28_mask

monge_9_mask

monge_67_mask

monge_60_mask

monge_104_mask

monge_15_mask

monge_87_mask

monge_5_mask

monge_36_mask

monge_50_mask

monge_108_mask

monge_70_mask

monge_59_mask

monge_112_mask

monge_40_mask

monge_111_mask

monge_86_mask

monge_29_mask

monge_99_mask

monge_8_mask

monge_54_mask

IMG_0732_c

monge_32_mask

monge_69_mask

monge_7_mask

monge_6_mask

monge_64_mask

monge_42_mask

monge_101_mask

monge_53_mask

Irregular facades

Original image

Displacement Vector Voting Space


Log space shown for visiblity purposes
Green dot indicate selected displacement vector

Annotated Groundtruth

Implicit Pattern Model Detection Space

Extracted Grid

monge_81_mask

monge_39_mask

monge_72_mask

monge_38_mask

monge_20_mask

monge_16_mask

monge_63_mask

monge_35_mask

monge_56_mask

monge_4_mask

monge_66_mask

monge_31_mask

monge_34_mask

IMG_0739_c

monge_106_mask

monge_117_mask

monge_61_mask

monge_17_mask

monge_58_mask

monge_13_mask

monge_23_mask

monge_65_mask

monge_107_mask

monge_14_mask

monge_26_mask