NOAA data

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Annie edited this page Aug 14, 2018 · 13 revisions

train/val/test

created training images: 3116 (2492 + 624)
created test images: 779

2class chipped data

on ssd_noaa_2class(34.221.85.64)

train data:

INFO:root:Max chips per resolution: 63702
INFO:root:Tot Box: 634616
INFO:root:Chips: 42468
for class: 2
augmentation applied: 89851
num of black small chips removed: 34666
num of small chips containing clouds: 9
num of original class 1 bboxes: 168595
num of original class 2 bboxes: 59161
num of class 1 bbox augmented: 112855
num of class 2 bbox augmented: 294005
num of class 1 bbox in total: 281450
num of class 2 bbox in total: 353166
num of original chips that contain class 1: 31179
num of original chips that cntain class 2 bboxes: 17072
num of class 1 chips augmented: 30935
num of class 2 chips augmented: 88089
num of chips that contain class 1 bbox in total: 62114
num of chips that contain class 2 bbox in total: 105161
INFO:root:saved: 132319 train chips

val data

INFO:root:Max chips per resolution: 16881
INFO:root:Tot Box: 62273
INFO:root:Chips: 11254
num of black small chips removed: 8511
num of small chips containing clouds: 2
num of original class 1 bboxes: 44975
num of original class 2 bboxes: 17298
num of original chips that contain class 1: 8125
num of original chips that cntain class 2 bboxes: 4684
INFO:root:saved: 11254 test chips

test data

INFO:root:Max chips per resolution: 19686
INFO:root:Tot Box: 75670
INFO:root:Chips: 13124
num of black small chips removed: 10602
num of small chips containing clouds: 2
num of original class 1 bboxes: 52442
num of original class 2 bboxes: 23228
num of original chips that contain class 1: 9358
num of original chips that cntain class 2 bboxes: 5611
INFO:root:saved: 13124 test chips

combined 2-class data

Not Damaged, Affected and Minor Damaged = 1 Major Damage and Destroyed = 2

train data

INFO:root:Max chips per resolution: 63702
INFO:root:Tot Box: 357922
INFO:root:Chips: 42468
for class: 2
augmentation applied: 33631
num of black small chips removed: 34666
num of small chips containing clouds: 9
num of original class 1 bboxes: 217603
num of original class 2 bboxes: 10153
num of class 1 bbox augmented: 35725
num of class 2 bbox augmented: 94441
num of class 1 bbox in total: 253328
num of class 2 bbox in total: 104594
num of original chips that contain class 1: 40206
num of original chips that cntain class 2 bboxes: 3488
num of class 1 chips augmented: 12056
num of class 2 chips augmented: 32865
num of chips that contain class 1 bbox in total: 52262
num of chips that contain class 2 bbox in total: 36353
INFO:root:saved: 76099 train chips

val data

INFO:root:Max chips per resolution: 16881
INFO:root:Tot Box: 62273
INFO:root:Chips: 11254
num of black small chips removed: 8511
num of small chips containing clouds: 2
num of original class 1 bboxes: 58933
num of original class 2 bboxes: 3340
num of original chips that contain class 1: 10694
num of original chips that cntain class 2 bboxes: 941
INFO:root:saved: 11254 test chips

test data

INFO:root:Max chips per resolution: 19686
INFO:root:Tot Box: 75670
INFO:root:Chips: 13124
num of black small chips removed: 10602
num of small chips containing clouds: 2
num of original class 1 bboxes: 71996
num of original class 2 bboxes: 3674
num of original chips that contain class 1: 12482
num of original chips that cntain class 2 bboxes: 1106
INFO:root:saved: 13124 test chips