行人属性识别 PETA数据集

数据集主页(内含数据集下载地址):

http://mmlab.ie.cuhk.edu.hk/projects/PETA.html

百度网盘连接:

链接: https://pan.baidu.com/s/1Yt47VmpozNSYI3DDxzZtVA 密码: qkbj

描述:

    PETA (PEdesTrian Attribute)数据集包含了8705个行人,共19000张图像(分辨率跨度范围大,从17x39到169x365的大小都有)。每个行人标注了61个二值的和4个多类别的属性。实际上,PETA数据集是由多个较小的行人重识别数据集经过属性标注后汇集而成的。如下表所示:

行人属性识别 PETA数据集_第1张图片

    数据集中的每个子数据集为一个独立文件夹,属性标签以txt文件给出,示例如下:

806 upperBodyBlack lowerBodyGrey hairBlack footwearWhite lowerBodyCasual lowerBodyTrousers personalLess30 personalMale upperBodyCasual upperBodyLogo upperBodyShortSleeve upperBodyTshirt hairShort footwearSneakers carryingNothing accessoryNothing

第一项为图像索引,后面各项为属性标签。注意该属性条目不是固定长度的,某个类别的属性可以有多个标签,比方说,上身衣服颜色可以同时有upperBodyBlack和upperBodyBrown两个标签。

 

具体包括的属性类别:

61个二值属性(原来有65个,但因为其中4个属性的样本数量太少而被移除。因此不用在意前面的序号)
                    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个多类别属性
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

 

参考文献:

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

 

 

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