基于轻量级YOLOv5模型开发构建200种鸟类细粒度检测识别分析系统_细粒度目标检测

在之前的项目中，关于鸟类数据集开发的模型大多是集中在识别系统领域，很少有尝试构建细粒度的目标检测系统，在我之前文章中200种鸟类识别系统的基础上，本文的初衷主要就是尝试将yolov5s轻量级模型应用到大规模数据细粒度目标检测模型开发中去，首先看下效果图：

这里一共有200种不同的鸟类数据，类别清单如下：

'Black_footed_Albatross', 'Laysan_Albatross', 'Sooty_Albatross', 'Groove_billed_Ani', 'Crested_Auklet', 'Least_Auklet', 'Parakeet_Auklet', 'Rhinoceros_Auklet', 'Brewer_Blackbird', 'Red_winged_Blackbird', 'Rusty_Blackbird', 'Yellow_headed_Blackbird', 'Bobolink', 'Indigo_Bunting', 'Lazuli_Bunting', 'Painted_Bunting', 'Cardinal', 'Spotted_Catbird', 'Gray_Catbird', 'Yellow_breasted_Chat', 'Eastern_Towhee', 'Chuck_will_Widow', 'Brandt_Cormorant', 'Red_faced_Cormorant', 'Pelagic_Cormorant', 'Bronzed_Cowbird', 'Shiny_Cowbird', 'Brown_Creeper', 'American_Crow', 'Fish_Crow', 'Black_billed_Cuckoo', 'Mangrove_Cuckoo', 'Yellow_billed_Cuckoo', 'Gray_crowned_Rosy_Finch', 'Purple_Finch', 'Northern_Flicker', 'Acadian_Flycatcher', 'Great_Crested_Flycatcher', 'Least_Flycatcher', 'Olive_sided_Flycatcher', 'Scissor_tailed_Flycatcher', 'Vermilion_Flycatcher', 'Yellow_bellied_Flycatcher', 'Frigatebird', 'Northern_Fulmar', 'Gadwall', 'American_Goldfinch', 'European_Goldfinch', 'Boat_tailed_Grackle', 'Eared_Grebe', 'Horned_Grebe', 'Pied_billed_Grebe', 'Western_Grebe', 'Blue_Grosbeak', 'Evening_Grosbeak', 'Pine_Grosbeak', 'Rose_breasted_Grosbeak', 'Pigeon_Guillemot', 'California_Gull', 'Glaucous_winged_Gull', 'Heermann_Gull', 'Herring_Gull', 'Ivory_Gull', 'Ring_billed_Gull', 'Slaty_backed_Gull', 'Western_Gull', 'Anna_Hummingbird', 'Ruby_throated_Hummingbird', 'Rufous_Hummingbird', 'Green_Violetear', 'Long_tailed_Jaeger', 'Pomarine_Jaeger', 'Blue_Jay', 'Florida_Jay', 'Green_Jay', 'Dark_eyed_Junco', 'Tropical_Kingbird', 'Gray_Kingbird', 'Belted_Kingfisher', 'Green_Kingfisher', 'Pied_Kingfisher', 'Ringed_Kingfisher', 'White_breasted_Kingfisher', 'Red_legged_Kittiwake', 'Horned_Lark', 'Pacific_Loon', 'Mallard', 'Western_Meadowlark', 'Hooded_Merganser', 'Red_breasted_Merganser', 'Mockingbird', 'Nighthawk', 'Clark_Nutcracker', 'White_breasted_Nuthatch', 'Baltimore_Oriole', 'Hooded_Oriole', 'Orchard_Oriole', 'Scott_Oriole', 'Ovenbird', 'Brown_Pelican', 'White_Pelican', 'Western_Wood_Pewee', 'Sayornis', 'American_Pipit', 'Whip_poor_Will', 'Horned_Puffin', 'Common_Raven', 'White_necked_Raven', 'American_Redstart', 'Geococcyx', 'Loggerhead_Shrike', 'Great_Grey_Shrike', 'Baird_Sparrow', 'Black_throated_Sparrow', 'Brewer_Sparrow', 'Chipping_Sparrow', 'Clay_colored_Sparrow', 'House_Sparrow', 'Field_Sparrow', 'Fox_Sparrow', 'Grasshopper_Sparrow', 'Harris_Sparrow', 'Henslow_Sparrow', 'Le_Conte_Sparrow', 'Lincoln_Sparrow', 'Nelson_Sharp_tailed_Sparrow', 'Savannah_Sparrow', 'Seaside_Sparrow', 'Song_Sparrow', 'Tree_Sparrow', 'Vesper_Sparrow', 'White_crowned_Sparrow', 'White_throated_Sparrow', 'Cape_Glossy_Starling', 'Bank_Swallow', 'Barn_Swallow', 'Cliff_Swallow', 'Tree_Swallow', 'Scarlet_Tanager', 'Summer_Tanager', 'Artic_Tern', 'Black_Tern', 'Caspian_Tern', 'Common_Tern', 'Elegant_Tern', 'Forsters_Tern', 'Least_Tern', 'Green_tailed_Towhee', 'Brown_Thrasher', 'Sage_Thrasher', 'Black_capped_Vireo', 'Blue_headed_Vireo', 'Philadelphia_Vireo', 'Red_eyed_Vireo', 'Warbling_Vireo', 'White_eyed_Vireo', 'Yellow_throated_Vireo', 'Bay_breasted_Warbler', 'Black_and_white_Warbler', 'Black_throated_Blue_Warbler', 'Blue_winged_Warbler', 'Canada_Warbler', 'Cape_May_Warbler', 'Cerulean_Warbler', 'Chestnut_sided_Warbler', 'Golden_winged_Warbler', 'Hooded_Warbler', 'Kentucky_Warbler', 'Magnolia_Warbler', 'Mourning_Warbler', 'Myrtle_Warbler', 'Nashville_Warbler', 'Orange_crowned_Warbler', 'Palm_Warbler', 'Pine_Warbler', 'Prairie_Warbler', 'Prothonotary_Warbler', 'Swainson_Warbler', 'Tennessee_Warbler', 'Wilson_Warbler', 'Worm_eating_Warbler', 'Yellow_Warbler', 'Northern_Waterthrush', 'Louisiana_Waterthrush', 'Bohemian_Waxwing', 'Cedar_Waxwing', 'American_Three_toed_Woodpecker', 'Pileated_Woodpecker', 'Red_bellied_Woodpecker', 'Red_cockaded_Woodpecker', 'Red_headed_Woodpecker', 'Downy_Woodpecker', 'Bewick_Wren', 'Cactus_Wren', 'Carolina_Wren', 'House_Wren', 'Marsh_Wren', 'Rock_Wren', 'Winter_Wren', 'Common_Yellowthroat'

首先来看下数据集情况：

YOLO格式标注数据如下：

实例标注内容如下：

180 0.301 0.543909 0.334 0.339943

VOC格式数据标注如下：

实例标注内容如下：

<annotation>
    <folder>DDDD</folder>
    <filename>JPEGImages/00c065d8-3ab7-4d51-ac32-6039ffc7dddd.jpg</filename>
    <source>
        <database>The DDDD Database</database>
        <annotation>DDDD</annotation>
        <image>DDDD</image>
    </source>
    <owner>
        <name>YSHC</name>
    </owner>    
    <size>
        <width>417</width>
        <height>500</height>
        <depth>3</depth>
    </size>
    <segmented>0</segmented>
    
    <object>        
        <name>Brown_Creeper</name>
        <pose>Unspecified</pose>
        <truncated>0</truncated>
        <difficult>0</difficult>
        <bndbox>
            <xmin>89</xmin>
            <ymin>148</ymin>
            <xmax>278</xmax>
            <ymax>463</ymax>
        </bndbox>
    </object>
    
</annotation>

使用的yaml文件如下：

#Parameters
nc: 200  # number of classes
depth_multiple: 0.33  # model depth multiple
width_multiple: 0.50  # layer channel multiple
anchors:
  - [10,13, 16,30, 33,23]  # P3/8
  - [30,61, 62,45, 59,119]  # P4/16
  - [116,90, 156,198, 373,326]  # P5/32
 
#Backbone
backbone:
  # [from, number, module, args]
  [[-1, 1, Conv, [64, 6, 2, 2]],  # 0-P1/2
   [-1, 1, Conv, [128, 3, 2]],  # 1-P2/4
   [-1, 3, C3, [128]],
   [-1, 1, Conv, [256, 3, 2]],  # 3-P3/8
   [-1, 6, C3, [256]],
   [-1, 1, Conv, [512, 3, 2]],  # 5-P4/16
   [-1, 9, C3, [512]],
   [-1, 1, Conv, [1024, 3, 2]],  # 7-P5/32
   [-1, 3, C3, [1024]],
   [-1, 1, SPPF, [1024, 5]],  # 9
  ]
 
#Head
head:
  [[-1, 1, Conv, [512, 1, 1]],
   [-1, 1, nn.Upsample, [None, 2, 'nearest']],
   [[-1, 6], 1, Concat, [1]],  # cat backbone P4
   [-1, 3, C3, [512, False]],  # 13
 
   [-1, 1, Conv, [256, 1, 1]],
   [-1, 1, nn.Upsample, [None, 2, 'nearest']],
   [[-1, 4], 1, Concat, [1]],  # cat backbone P3
   [-1, 3, C3, [256, False]],  # 17 (P3/8-small)
 
   [-1, 1, Conv, [256, 3, 2]],
   [[-1, 14], 1, Concat, [1]],  # cat head P4
   [-1, 3, C3, [512, False]],  # 20 (P4/16-medium)
 
   [-1, 1, Conv, [512, 3, 2]],
   [[-1, 10], 1, Concat, [1]],  # cat head P5
   [-1, 3, C3, [1024, False]],  # 23 (P5/32-large)
 
   [[17, 20, 23], 1, Detect, [nc, anchors]],  # Detect(P3, P4, P5)
  ]

默认100次epoch的迭代计算，结果详情如下。

LABEL可视化：

这里可能是由于类别数过多的问题，导致其他曲线绘制的时候直接报错【Segmentation fault】，如下所示：

目前我还不知道应该怎么处理，如有知道的欢迎指导，感谢！

可视化界面推理计算样例如下：

从模型评估结果上面来看整体的检测识别精度还是不错的。

下面是yolov5s实际表现详情：

Fusing layers... 
YOLOv5s summary: 157 layers, 7549525 parameters, 0 gradients, 17.5 GFLOPs
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|??????????| 19/19 [00:18<00:00,  1.03it/s]                                                               
                   all       1179       1179       0.74      0.802      0.844      0.701
Black_footed_Albatross       1179          7      0.712      0.714      0.795      0.774
      Laysan_Albatross       1179          7       0.93      0.857      0.978      0.705
       Sooty_Albatross       1179          6      0.621      0.822      0.828      0.615
     Groove_billed_Ani       1179          8          1      0.947      0.995      0.808
        Crested_Auklet       1179          4      0.811          1      0.995      0.622
          Least_Auklet       1179          1      0.682          1      0.995      0.895
       Parakeet_Auklet       1179          7      0.899          1      0.995       0.77
     Rhinoceros_Auklet       1179          7      0.524      0.321      0.746      0.394
      Brewer_Blackbird       1179         10          1      0.318      0.845      0.726
  Red_winged_Blackbird       1179         10      0.896          1      0.995       0.77
       Rusty_Blackbird       1179          4      0.454          1      0.995        0.8
Yellow_headed_Blackbird       1179          4      0.826          1      0.995       0.92
              Bobolink       1179          2      0.434        0.5      0.638       0.61
        Indigo_Bunting       1179          8      0.791       0.75      0.799      0.694
        Lazuli_Bunting       1179          3      0.835          1      0.995      0.797
       Painted_Bunting       1179          6      0.696      0.769      0.855      0.684
              Cardinal       1179          6      0.815          1      0.995      0.815
       Spotted_Catbird       1179          4      0.869          1      0.995      0.657
          Gray_Catbird       1179          1      0.272          1      0.995      0.796
  Yellow_breasted_Chat       1179          5      0.568        0.6      0.772      0.646
        Eastern_Towhee       1179          9      0.922      0.778      0.963      0.759
      Chuck_will_Widow       1179          5      0.827      0.961      0.862      0.704
      Brandt_Cormorant       1179          6      0.332        0.5      0.432      0.315
   Red_faced_Cormorant       1179          6      0.953          1      0.995      0.642
     Pelagic_Cormorant       1179          5      0.497      0.396      0.547      0.473
       Bronzed_Cowbird       1179          9      0.895      0.889      0.975      0.905
         Shiny_Cowbird       1179          7          0          0      0.171      0.157
         Brown_Creeper       1179         10          1      0.909      0.995      0.737
         American_Crow       1179          6      0.414      0.833       0.53      0.448
             Fish_Crow       1179          6      0.102      0.051      0.214      0.202
   Black_billed_Cuckoo       1179          6      0.317      0.333      0.542      0.388
       Mangrove_Cuckoo       1179          4      0.594       0.75      0.808      0.278
  Yellow_billed_Cuckoo       1179          7      0.692      0.714      0.676      0.472
Gray_crowned_Rosy_Finch       1179          2      0.769          1      0.995      0.895
          Purple_Finch       1179          9      0.939          1      0.995      0.832
      Northern_Flicker       1179          6      0.796          1      0.901      0.674
    Acadian_Flycatcher       1179          7      0.686      0.714      0.826      0.629
Great_Crested_Flycatcher       1179          6      0.601      0.268      0.559      0.514
      Least_Flycatcher       1179          5      0.543        0.6      0.749      0.578
Olive_sided_Flycatcher       1179          8          1      0.413      0.778      0.616
Scissor_tailed_Flycatcher       1179          7      0.905          1      0.995      0.721
  Vermilion_Flycatcher       1179          1       0.67          1      0.995      0.895
Yellow_bellied_Flycatcher       1179          7      0.422      0.143       0.39      0.348
           Frigatebird       1179          4      0.559          1      0.995      0.871
       Northern_Fulmar       1179          3      0.451      0.667      0.727       0.31
               Gadwall       1179          4      0.725          1      0.995      0.834
    American_Goldfinch       1179          7      0.864          1      0.995      0.784
    European_Goldfinch       1179         12      0.955          1      0.995      0.853
   Boat_tailed_Grackle       1179         11      0.925      0.364       0.56      0.494
           Eared_Grebe       1179          5       0.64          1      0.995      0.895
          Horned_Grebe       1179          4      0.873          1      0.995      0.933
     Pied_billed_Grebe       1179         10      0.891          1      0.995      0.813
         Western_Grebe       1179          7      0.806      0.857      0.913      0.765
         Blue_Grosbeak       1179          5      0.902          1      0.995      0.837
      Evening_Grosbeak       1179          5          1      0.973      0.995      0.906
         Pine_Grosbeak       1179          8      0.996          1      0.995      0.902
Rose_breasted_Grosbeak       1179         10      0.954          1      0.995      0.836
      Pigeon_Guillemot       1179          6      0.915          1      0.995      0.782
       California_Gull       1179          4          0          0      0.256       0.23
  Glaucous_winged_Gull       1179         11      0.548      0.334       0.61      0.541
         Heermann_Gull       1179          8      0.942          1      0.995      0.934
          Herring_Gull       1179          7          1          0      0.469      0.402
            Ivory_Gull       1179          3      0.507      0.667      0.706      0.565
      Ring_billed_Gull       1179          5      0.381        0.6       0.51      0.457
     Slaty_backed_Gull       1179          4      0.628        0.5       0.66      0.446
          Western_Gull       1179          3      0.742      0.969      0.746      0.689
      Anna_Hummingbird       1179          8      0.699      0.585      0.686      0.564
Ruby_throated_Hummingbird       1179          9      0.765      0.726      0.907      0.773
    Rufous_Hummingbird       1179          3      0.473          1       0.83       0.72
       Green_Violetear       1179          4      0.631          1      0.895      0.751
    Long_tailed_Jaeger       1179          8      0.833      0.624      0.742      0.597
       Pomarine_Jaeger       1179          7      0.772      0.571      0.722      0.632
              Blue_Jay       1179          4          1      0.681      0.828      0.788
           Florida_Jay       1179          3      0.514          1      0.863      0.794
             Green_Jay       1179          2      0.807          1      0.995      0.796
       Dark_eyed_Junco       1179          2      0.572          1      0.995      0.995
     Tropical_Kingbird       1179          6      0.796          1      0.995      0.854
         Gray_Kingbird       1179          9      0.802      0.899      0.963      0.838
     Belted_Kingfisher       1179          2      0.469          1      0.995      0.945
      Green_Kingfisher       1179          5      0.725        0.8      0.837       0.76
       Pied_Kingfisher       1179         10       0.97          1      0.995        0.9
     Ringed_Kingfisher       1179          3      0.727          1      0.746      0.716
White_breasted_Kingfisher       1179          2      0.783          1      0.995      0.895
  Red_legged_Kittiwake       1179          5      0.785          1      0.895      0.711
           Horned_Lark       1179          3          1       0.91      0.995      0.847
          Pacific_Loon       1179          5      0.711          1      0.995      0.839
               Mallard       1179          7      0.936          1      0.995      0.903
    Western_Meadowlark       1179          7          1      0.951      0.995      0.843
      Hooded_Merganser       1179          5          1      0.962      0.995      0.734
Red_breasted_Merganser       1179          6      0.803          1      0.995      0.832
           Mockingbird       1179          4          1      0.903      0.995      0.933
             Nighthawk       1179         10      0.945          1      0.995      0.855
      Clark_Nutcracker       1179          3          1      0.885      0.995      0.907
White_breasted_Nuthatch       1179          6       0.91          1      0.995      0.795
      Baltimore_Oriole       1179          4      0.733       0.75      0.777      0.561
         Hooded_Oriole       1179          5       0.96        0.8      0.895      0.783
        Orchard_Oriole       1179          6      0.937          1      0.995      0.762
          Scott_Oriole       1179          7      0.945      0.857       0.88      0.721
              Ovenbird       1179          6      0.937          1      0.995      0.894
         Brown_Pelican       1179          8      0.736          1      0.995      0.848
         White_Pelican       1179          2          1          0      0.828      0.547
    Western_Wood_Pewee       1179          5      0.389        0.6      0.513      0.378
              Sayornis       1179          4      0.283       0.75      0.635      0.613
        American_Pipit       1179          7      0.838          1      0.995      0.843
        Whip_poor_Will       1179          4      0.587        0.5      0.677      0.457
         Horned_Puffin       1179          6      0.886          1      0.995      0.822
          Common_Raven       1179         10      0.793        0.5      0.666      0.519
    White_necked_Raven       1179          8      0.637      0.662      0.862      0.669
     American_Redstart       1179          5      0.652        0.4      0.548      0.465
             Geococcyx       1179          4      0.879          1      0.995       0.97
     Loggerhead_Shrike       1179          7      0.771      0.964      0.964      0.887
     Great_Grey_Shrike       1179          4      0.418        0.5      0.669      0.602
         Baird_Sparrow       1179          3      0.561      0.667      0.679      0.563
Black_throated_Sparrow       1179          2      0.738          1      0.995      0.821
        Brewer_Sparrow       1179          5      0.527        0.6      0.581      0.456
      Chipping_Sparrow       1179          4      0.407        0.5      0.471      0.443
  Clay_colored_Sparrow       1179          5      0.651      0.754      0.773      0.662
         House_Sparrow       1179          9      0.699          1      0.984      0.885
         Field_Sparrow       1179          7          1      0.705      0.933      0.761
           Fox_Sparrow       1179         11      0.928      0.818      0.968      0.852
   Grasshopper_Sparrow       1179          6      0.719      0.438      0.474       0.42
        Harris_Sparrow       1179          5       0.88          1      0.995       0.86
       Henslow_Sparrow       1179          4       0.29       0.25      0.465      0.391
      Le_Conte_Sparrow       1179          4      0.485       0.75      0.765      0.598
       Lincoln_Sparrow       1179          8      0.824      0.588      0.802      0.722
Nelson_Sharp_tailed_Sparrow       1179          4      0.666          1      0.912      0.635
      Savannah_Sparrow       1179          6      0.774      0.579       0.83      0.732
       Seaside_Sparrow       1179          7      0.828          1      0.924      0.673
          Song_Sparrow       1179         10      0.505          1      0.809      0.704
          Tree_Sparrow       1179          6      0.735      0.667      0.695      0.585
        Vesper_Sparrow       1179         11          1      0.592      0.848      0.709
 White_crowned_Sparrow       1179          6       0.56          1      0.995      0.879
White_throated_Sparrow       1179          9      0.888       0.88      0.867      0.731
  Cape_Glossy_Starling       1179          6      0.566          1      0.995      0.995
          Bank_Swallow       1179          4      0.471        0.5      0.586      0.472
          Barn_Swallow       1179          4          1      0.496       0.52      0.386
         Cliff_Swallow       1179         11      0.695      0.829      0.782      0.599
          Tree_Swallow       1179          5       0.85          1      0.995      0.896
       Scarlet_Tanager       1179         10      0.938          1      0.995      0.892
        Summer_Tanager       1179          9      0.935          1      0.995      0.805
            Artic_Tern       1179          4      0.629       0.75      0.808      0.602
            Black_Tern       1179          6      0.879      0.667      0.739      0.662
          Caspian_Tern       1179          3          0          0     0.0979     0.0689
           Common_Tern       1179          6      0.504      0.171      0.609      0.495
          Elegant_Tern       1179          6      0.576        0.5      0.442      0.353
         Forsters_Tern       1179          2      0.262      0.541      0.398      0.329
            Least_Tern       1179          3      0.721      0.667       0.83      0.781
   Green_tailed_Towhee       1179         10      0.964          1      0.995       0.79
        Brown_Thrasher       1179         11       0.87      0.909      0.981      0.821
         Sage_Thrasher       1179          2      0.454          1      0.995      0.895
    Black_capped_Vireo       1179          7      0.791      0.714      0.795      0.694
     Blue_headed_Vireo       1179          7      0.439      0.714      0.726      0.651
    Philadelphia_Vireo       1179          6      0.645      0.833      0.942      0.843
        Red_eyed_Vireo       1179          3      0.296      0.667      0.456      0.411
        Warbling_Vireo       1179         12      0.901      0.764      0.935      0.815
      White_eyed_Vireo       1179          8      0.747          1      0.995       0.86
 Yellow_throated_Vireo       1179          6      0.781      0.833      0.807      0.599
  Bay_breasted_Warbler       1179          5      0.781          1      0.895      0.657
Black_and_white_Warbler       1179          4      0.949          1      0.995       0.92
Black_throated_Blue_Warbler       1179          5      0.947          1      0.995       0.87
   Blue_winged_Warbler       1179          6      0.825      0.791      0.927      0.608
        Canada_Warbler       1179          7          1       0.93      0.995      0.774
      Cape_May_Warbler       1179          4      0.838       0.75      0.845      0.665
      Cerulean_Warbler       1179          8      0.769      0.835      0.933      0.791
Chestnut_sided_Warbler       1179          5      0.661          1      0.995      0.831
 Golden_winged_Warbler       1179         11      0.943      0.909      0.913      0.798
        Hooded_Warbler       1179          6      0.881      0.833      0.899      0.744
      Kentucky_Warbler       1179          2      0.548          1      0.828      0.547
      Magnolia_Warbler       1179          6      0.912          1      0.995      0.898
      Mourning_Warbler       1179          9          1      0.962      0.995       0.83
        Myrtle_Warbler       1179          6       0.77      0.833      0.838      0.768
     Nashville_Warbler       1179          7      0.578      0.857      0.672      0.567
Orange_crowned_Warbler       1179          3      0.515          1      0.995      0.907
          Palm_Warbler       1179          6      0.779      0.833      0.909      0.817
          Pine_Warbler       1179          4      0.726       0.75      0.702      0.612
       Prairie_Warbler       1179          4      0.835          1      0.995      0.933
  Prothonotary_Warbler       1179          8      0.828          1      0.982      0.781
      Swainson_Warbler       1179          5      0.832      0.991      0.895      0.666
     Tennessee_Warbler       1179          3      0.526      0.667      0.595      0.483
        Wilson_Warbler       1179          4          1      0.946      0.995      0.809
   Worm_eating_Warbler       1179          6       0.99          1      0.995       0.76
        Yellow_Warbler       1179          4      0.893          1      0.995      0.828
  Northern_Waterthrush       1179          5       0.82      0.917      0.862      0.789
 Louisiana_Waterthrush       1179          5      0.701        0.6        0.8      0.676
      Bohemian_Waxwing       1179          7      0.821          1      0.995      0.727
         Cedar_Waxwing       1179          4      0.862       0.75      0.945      0.822
American_Three_toed_Woodpecker       1179          5      0.925          1      0.995      0.832
   Pileated_Woodpecker       1179          4      0.862          1      0.995      0.803
Red_bellied_Woodpecker       1179          6          1      0.952      0.995      0.797
Red_cockaded_Woodpecker       1179          6      0.929          1      0.995      0.531
 Red_headed_Woodpecker       1179          6      0.914      0.833      0.856      0.729
      Downy_Woodpecker       1179          6      0.915          1      0.995      0.764
           Bewick_Wren       1179         10      0.712      0.991      0.956      0.802
           Cactus_Wren       1179          3      0.662          1      0.995      0.852
         Carolina_Wren       1179          7      0.582      0.857       0.86      0.558
            House_Wren       1179          7      0.543      0.571      0.625      0.587
            Marsh_Wren       1179          8      0.805      0.625      0.648      0.542
             Rock_Wren       1179          4      0.877       0.75       0.75      0.609
           Winter_Wren       1179         11      0.728      0.727      0.749      0.598
   Common_Yellowthroat       1179          4      0.859          1      0.995      0.796