數據集主頁(內含數據集下載地址):
http://mmlab.ie.cuhk.edu.hk/projects/PETA.html
百度網盤連接:
鏈接: https://pan.baidu.com/s/1Yt47VmpozNSYI3DDxzZtVA 密碼: qkbj
描述:
PETA (PEdesTrian Attribute)數據集包含了8705個行人,共19000張圖像(分辨率跨度範圍大,從17x39到169x365的大小都有)。每個行人標註了61個二值的和4個多類別的屬性。實際上,PETA數據集是由多個較小的行人重識別數據集經過屬性標註後彙集而成的。如下表所示:
數據集中的每個子數據集爲一個獨立文件夾,屬性標籤以txt文件給出,示例如下:
806 upperBodyBlack lowerBodyGrey hairBlack footwearWhite lowerBodyCasual lowerBodyTrousers personalLess30 personalMale upperBodyCasual upperBodyLogo upperBodyShortSleeve upperBodyTshirt hairShort footwearSneakers carryingNothing accessoryNothing
第一項爲圖像索引,後面各項爲屬性標籤。注意該屬性條目不是固定長度的,某個類別的屬性可以有多個標籤,比方說,上身衣服顏色可以同時有upperBodyBlack和upperBodyBrown兩個標籤。
具體包括的屬性類別:
61個二值屬性(原來有65個,但因爲其中4個屬性的樣本數量太少而被移除。因此不用在意前面的序號):
2 accessoryHeadphone
4 personalLess15
5 personalLess30 Age16-30
6 personalLess45 Age31-45
7 personalLess60 Age46-60
8 personalLarger60 AgeAbove60
9 carryingBabyBuggy
10 carryingBackpack Backpack
11 hairBald
12 footwearBoots
13 lowerBodyCapri
14 carryingOther CarryingOther
15 carryingShoppingTro
16 carryingUmbrella
17 lowerBodyCasual Casual lower
18 upperBodyCasual Casual upper
19 personalFemale
20 carryingFolder
21 lowerBodyFormal Formal lower
22 upperBodyFormal Formal upper
23 accessoryHairBand
24 accessoryHat Hat
25 lowerBodyHotPants
26 upperBodyJacket Jacket
27 lowerBodyJeans Jeans
28 accessoryKerchief
29 footwearLeatherShoes Leather Shoes
30 upperBodyLogo Logo
31 hairLong Long hair
32 lowerBodyLongSkirt
33 upperBodyLongSleeve
35 lowerBodyPlaid
37 lowerBodyThinStripes
38 carryingLuggageCase
39 personalMale Male
40 carryingMessengerBag MessengerBag
41 accessoryMuffler Muffler
42 accessoryNothing No accessory
43 carryingNothing No carrying
44 upperBodyNoSleeve
45 upperBodyPlaid Plaid
46 carryingPlasticBags Plastic bag
47 footwearSandals Sandals
48 footwearShoes Shoes
49 hairShort
50 lowerBodyShorts Shorts
51 upperBodyShortSleeve ShortSleeve
52 lowerBodyShortSkirt Skirt
53 footwearSneaker Sneaker
54 footwearStocking
55 upperBodyThinStripes Stripes
56 upperBodySuit
57 carryingSuitcase
58 lowerBodySuits
59 accessorySunglasses Sunglasses
60 upperBodySweater
61 upperBodyThickStripes
62 lowerBodyTrousers Trousers
63 upperBodyTshirt Tshirt
64 upperBodyOther UpperOther
65 upperBodyVNeck V-Neck
4個多類別屬性:
footwear: Black, Blue, Brown, Green, Grey, Orange, Pink, Purple, Red, White, Yellow
hair: Black, Blue, Brown, Green, Grey, Orange, Pink, Purple, Red, White, Yellow
lowerbody: Black, Blue, Brown, Green, Grey, Orange, Pink, Purple, Red, White, Yellow
upperbody: Black, Blue, Brown, Green, Grey, Orange, Pink, Purple, Red, White, Yellow
參考文獻: