See https://www.kaggle.com/code/dima806/bird-species-by-sound-detection for more details.
Classification report:
precision recall f1-score support
Andean Guan 0.9310 0.8182 0.8710 33
Andean Tinamou 0.5000 0.7083 0.5862 24
Australian Brushturkey 0.7500 0.1765 0.2857 17
Band-tailed Guan 0.7436 0.7838 0.7632 37
Bartletts Tinamou 0.9579 0.9891 0.9733 92
Bearded Guan 0.8889 0.8649 0.8767 37
Black-capped Tinamou 0.4154 0.9000 0.5684 30
Blue-throated Piping Guan 0.0000 0.0000 0.0000 22
Brazilian Tinamou 0.8026 0.8841 0.8414 69
Brown Tinamou 0.9391 0.9076 0.9231 119
Brushland Tinamou 0.9048 0.8636 0.8837 22
Cauca Guan 0.9925 0.9778 0.9851 135
Chaco Chachalaca 0.9383 1.0000 0.9682 76
Chestnut-winged Chachalaca 0.8108 0.8108 0.8108 37
Cinereous Tinamou 0.9737 0.9867 0.9801 75
Colombian Chachalaca 1.0000 0.8649 0.9275 37
Crested Guan 0.9574 0.9375 0.9474 48
Dusky Megapode 0.7143 0.9722 0.8235 36
Dusky-legged Guan 0.8857 0.9394 0.9118 33
Dwarf Tinamou 0.8750 0.5600 0.6829 25
Great Tinamou 0.9697 0.9846 0.9771 65
Grey Tinamou 0.9492 0.9655 0.9573 58
Grey-headed Chachalaca 0.8667 0.9123 0.8889 57
Highland Tinamou 1.0000 0.9273 0.9623 55
Little Chachalaca 0.7632 0.9355 0.8406 31
Little Tinamou 0.7419 0.8519 0.7931 27
Orange-footed Scrubfowl 0.9640 0.9640 0.9640 111
Pale-browed Tinamou 0.6667 0.0909 0.1600 22
Plain Chachalaca 0.9390 0.9390 0.9390 82
Red-legged Tinamou 0.7297 0.9310 0.8182 29
Red-winged Tinamou 0.8605 0.9487 0.9024 39
Rufous-bellied Chachalaca 0.9911 0.9407 0.9652 118
Rufous-headed Chachalaca 0.8333 0.7143 0.7692 28
Rufous-vented Chachalaca 0.8478 0.8667 0.8571 45
Rusty-margined Guan 0.8889 0.9412 0.9143 34
Slaty-breasted Tinamou 0.8649 0.9143 0.8889 35
Small-billed Tinamou 0.7742 0.8889 0.8276 27
Solitary Tinamou 0.6786 0.6786 0.6786 28
Speckled Chachalaca 0.9333 0.9655 0.9492 58
Spixs Guan 0.9600 0.7500 0.8421 32
Spotted Nothura 0.7234 0.9714 0.8293 35
Tataupa Tinamou 0.6571 0.7931 0.7188 29
Tawny-breasted Tinamou 0.9138 0.9138 0.9138 58
Thicket Tinamou 0.9663 0.9773 0.9718 88
Undulated Tinamou 0.9315 0.8095 0.8662 84
Variegated Tinamou 1.0000 0.2105 0.3478 19
West Mexican Chachalaca 0.8615 0.9655 0.9106 58
White-bellied Nothura 0.8000 0.7273 0.7619 22
White-throated Tinamou 0.0000 0.0000 0.0000 14
Yellow-legged Tinamou 0.9623 0.9808 0.9714 52
accuracy 0.8822 2444
macro avg 0.8204 0.8081 0.7959 2444
weighted avg 0.8806 0.8822 0.8727 2444