行人屬性識別 PETA數據集

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:

[1] Y. Deng, P. Luo, C. C. Loy, X. Tang, "Pedestrian attribute recognition at far distance," in Proceedings of ACM Multimedia (ACM MM), 2014

 

 

發表評論
所有評論
還沒有人評論,想成為第一個評論的人麼? 請在上方評論欄輸入並且點擊發布.
相關文章