File size: 7,436 Bytes
5c6dd5f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
{
  "num_imgs_per_class": 80,
  "models": [
    "13b",
    "34b"
  ],
  "prompts_types": [
    "class_name",
    "text",
    "contrastive_text",
    "visual_text",
    "contrastive_visual_text"
  ],
  "synthetic_images_path": "/local1/VDA/data/INAT/subset_4/synthetic",
  "real_images_path": "/local1/VDA/data/INAT/subset_4/train",
  "val_images_path": "/local1/VDA/data/INAT/subset_4/val",
  "pairs": [
    {
      "ground_truth": "Variable Oystercatcher",
      "confusing_class": "Surfbird",
      "rate_of_error": 0.68,
      "ground_truth_full_name": "03386_Animalia_Chordata_Aves_Charadriiformes_Haematopodidae_Haematopus_unicolor",
      "confusing_class_full_name": "03470_Animalia_Chordata_Aves_Charadriiformes_Scolopacidae_Calidris_virgata"
    },
    {
      "ground_truth": "Eurasian Siskin",
      "confusing_class": "Yellow-fronted Canary",
      "rate_of_error": 0.34,
      "ground_truth_full_name": "03837_Animalia_Chordata_Aves_Passeriformes_Fringillidae_Spinus_spinus",
      "confusing_class_full_name": "03816_Animalia_Chordata_Aves_Passeriformes_Fringillidae_Crithagra_mozambica"
    },
    {
      "ground_truth": "Warbling White-eye",
      "confusing_class": "Yellow-fronted Canary",
      "rate_of_error": 0.4,
      "ground_truth_full_name": "04350_Animalia_Chordata_Aves_Passeriformes_Zosteropidae_Zosterops_japonicus",
      "confusing_class_full_name": "03816_Animalia_Chordata_Aves_Passeriformes_Fringillidae_Crithagra_mozambica"
    },
    {
      "ground_truth": "New Zealand Pigeon",
      "confusing_class": "Summer Tanager",
      "rate_of_error": 0.22,
      "ground_truth_full_name": "03524_Animalia_Chordata_Aves_Columbiformes_Columbidae_Hemiphaga_novaeseelandiae",
      "confusing_class_full_name": "03726_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Piranga_rubra"
    },
    {
      "ground_truth": "Black-necked Stilt",
      "confusing_class": "Speckled Teal",
      "rate_of_error": 0.26,
      "ground_truth_full_name": "03443_Animalia_Chordata_Aves_Charadriiformes_Recurvirostridae_Himantopus_mexicanus",
      "confusing_class_full_name": "03197_Animalia_Chordata_Aves_Anseriformes_Anatidae_Anas_flavirostris"
    },
    {
      "ground_truth": "Brown Shrike",
      "confusing_class": "Corn Bunting",
      "rate_of_error": 0.4,
      "ground_truth_full_name": "03909_Animalia_Chordata_Aves_Passeriformes_Laniidae_Lanius_cristatus",
      "confusing_class_full_name": "03787_Animalia_Chordata_Aves_Passeriformes_Emberizidae_Emberiza_calandra"
    },
    {
      "ground_truth": "Brown Shrike",
      "confusing_class": "Pyrrhuloxia",
      "rate_of_error": 0.26,
      "ground_truth_full_name": "03909_Animalia_Chordata_Aves_Passeriformes_Laniidae_Lanius_cristatus",
      "confusing_class_full_name": "03710_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Cardinalis_sinuatus"
    },
    {
      "ground_truth": "Wedge-tailed Shearwater",
      "confusing_class": "Cackling Goose",
      "rate_of_error": 0.3,
      "ground_truth_full_name": "04491_Animalia_Chordata_Aves_Procellariiformes_Procellariidae_Ardenna_pacifica",
      "confusing_class_full_name": "03227_Animalia_Chordata_Aves_Anseriformes_Anatidae_Branta_hutchinsii"
    },
    {
      "ground_truth": "Great Reed-Warbler",
      "confusing_class": "Corn Bunting",
      "rate_of_error": 0.5399999999999999,
      "ground_truth_full_name": "03682_Animalia_Chordata_Aves_Passeriformes_Acrocephalidae_Acrocephalus_arundinaceus",
      "confusing_class_full_name": "03787_Animalia_Chordata_Aves_Passeriformes_Emberizidae_Emberiza_calandra"
    },
    {
      "ground_truth": "White-tufted Grebe",
      "confusing_class": "Speckled Teal",
      "rate_of_error": 0.38,
      "ground_truth_full_name": "04482_Animalia_Chordata_Aves_Podicipediformes_Podicipedidae_Rollandia_rolland",
      "confusing_class_full_name": "03197_Animalia_Chordata_Aves_Anseriformes_Anatidae_Anas_flavirostris"
    },
    {
      "ground_truth": "Wire-tailed Swallow",
      "confusing_class": "Pyrrhuloxia",
      "rate_of_error": 0.4,
      "ground_truth_full_name": "03850_Animalia_Chordata_Aves_Passeriformes_Hirundinidae_Hirundo_smithii",
      "confusing_class_full_name": "03710_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Cardinalis_sinuatus"
    },
    {
      "ground_truth": "Wire-tailed Swallow",
      "confusing_class": "Corn Bunting",
      "rate_of_error": 0.22,
      "ground_truth_full_name": "03850_Animalia_Chordata_Aves_Passeriformes_Hirundinidae_Hirundo_smithii",
      "confusing_class_full_name": "03787_Animalia_Chordata_Aves_Passeriformes_Emberizidae_Emberiza_calandra"
    },
    {
      "ground_truth": "Gal\u00e1pagos Sea Lion",
      "confusing_class": "Risso's Dolphin",
      "rate_of_error": 0.2399999999999999,
      "ground_truth_full_name": "04710_Animalia_Chordata_Mammalia_Carnivora_Otariidae_Zalophus_wollebaeki",
      "confusing_class_full_name": "04658_Animalia_Chordata_Mammalia_Artiodactyla_Delphinidae_Grampus_griseus"
    },
    {
      "ground_truth": "Mexican Free-tailed Bat",
      "confusing_class": "Grey-headed Flying-fox",
      "rate_of_error": 0.22,
      "ground_truth_full_name": "04723_Animalia_Chordata_Mammalia_Chiroptera_Molossidae_Tadarida_brasiliensis",
      "confusing_class_full_name": "04725_Animalia_Chordata_Mammalia_Chiroptera_Pteropodidae_Pteropus_poliocephalus"
    },
    {
      "ground_truth": "Asian Jackal",
      "confusing_class": "Domestic Dog",
      "rate_of_error": 0.46,
      "ground_truth_full_name": "04668_Animalia_Chordata_Mammalia_Carnivora_Canidae_Canis_aureus",
      "confusing_class_full_name": "04669_Animalia_Chordata_Mammalia_Carnivora_Canidae_Canis_familiaris"
    },
    {
      "ground_truth": "Asian Jackal",
      "confusing_class": "South American Gray Fox",
      "rate_of_error": 0.4,
      "ground_truth_full_name": "04668_Animalia_Chordata_Mammalia_Carnivora_Canidae_Canis_aureus",
      "confusing_class_full_name": "04674_Animalia_Chordata_Mammalia_Carnivora_Canidae_Lycalopex_griseus"
    },
    {
      "ground_truth": "Grey-headed Flying-fox",
      "confusing_class": "Mexican Free-tailed Bat",
      "rate_of_error": 0.36,
      "ground_truth_full_name": "04725_Animalia_Chordata_Mammalia_Chiroptera_Pteropodidae_Pteropus_poliocephalus",
      "confusing_class_full_name": "04723_Animalia_Chordata_Mammalia_Chiroptera_Molossidae_Tadarida_brasiliensis"
    },
    {
      "ground_truth": "Sunda Flying Lemur",
      "confusing_class": "Grey-headed Flying-fox",
      "rate_of_error": 0.3,
      "ground_truth_full_name": "04732_Animalia_Chordata_Mammalia_Dermoptera_Cynocephalidae_Galeopterus_variegatus",
      "confusing_class_full_name": "04725_Animalia_Chordata_Mammalia_Chiroptera_Pteropodidae_Pteropus_poliocephalus"
    },
    {
      "ground_truth": "Domestic Sheep",
      "confusing_class": "White-tailed Deer",
      "rate_of_error": 0.3,
      "ground_truth_full_name": "04634_Animalia_Chordata_Mammalia_Artiodactyla_Bovidae_Ovis_aries",
      "confusing_class_full_name": "04654_Animalia_Chordata_Mammalia_Artiodactyla_Cervidae_Odocoileus_virginianus"
    },
    {
      "ground_truth": "Star-nosed Mole",
      "confusing_class": "Hispid Cotton Rat",
      "rate_of_error": 0.34,
      "ground_truth_full_name": "04748_Animalia_Chordata_Mammalia_Eulipotyphla_Talpidae_Condylura_cristata",
      "confusing_class_full_name": "04806_Animalia_Chordata_Mammalia_Rodentia_Cricetidae_Sigmodon_hispidus"
    }
  ]
}