
# EfficientNet (trained on XCL from BirdSet)

Efficient trained on the XCL dataset from BirdSet, covering 9736 bird species from Xeno-Canto. Please refer to the [BirdSet Paper](https://arxiv.org/pdf/2403.10380) and the 
[BirdSet Repository](https://github.com/DBD-research-group/BirdSet/tree/main) for further information. 


## How to use
The BirdSet data needs a custom processor that is available in the BirdSet repository. The model does not have a processor available. 
The model accepts a mono image (spectrogram) as input (e.g., `torch.Size([16, 1, 256, 417])`)

- The model is trained on 5-second clips of bird vocalizations.
- num_channels: 1
- pretrained checkpoint: google/efficientnet-b1
- sampling_rate: 32_000
- normalize spectrogram: mean: -4.268, std: 4.569 (from esc-50)
- spectrogram: n_fft: 2048, hop_length: 2048, power: 2.0
- melscale: n_mels: 256, n_stft: 1025
- dbscale: top_db: 80

See [model implementation](https://github.com/DBD-research-group/BirdSet/blob/main/birdset/modules/models/birdset_models/efficientnet_bs.py).
Run in [Google Colab](https://colab.research.google.com/drive/15Y4k8kvUV8k7Jay76r_X-wnKi6p8v-7N?usp=sharing):

```python
from transformers import EfficientNetForImageClassification
import torch
import torchaudio
from torchvision import transforms
import requests
import torchaudio
import io


# download the audio file of a bird sound: Common Craw
url = "https://xeno-canto.org/704485/download"
response = requests.get(url)
audio, sample_rate = torchaudio.load(io.BytesIO(response.content))
print("Original shape and sample rate: ", audio.shape, sample_rate)
# crop to 5 seconds
audio = audio[:, : 5 * sample_rate]
# resample to 32kHz
resample = torchaudio.transforms.Resample(orig_freq=sample_rate, new_freq=32000)
audio = resample(audio)
print("Resampled shape and sample rate: ", audio.shape, 32000)


CACHE_DIR = "../../data_birdset"  # Change this to your own cache directory

# Load the model
model = EfficientNetForImageClassification.from_pretrained(
    "DBD-research-group/EfficientNet-B1-BirdSet-XCL",
    num_channels=1,
    cache_dir=CACHE_DIR,
    ignore_mismatched_sizes=True,
)


class PowerToDB(torch.nn.Module):
    """
    A power spectrogram to decibel conversion layer. See birdset.datamodule.components.augmentations
    """

    def __init__(self, ref=1.0, amin=1e-10, top_db=80.0):
        super(PowerToDB, self).__init__()
        # Initialize parameters
        self.ref = ref
        self.amin = amin
        self.top_db = top_db

    def forward(self, S):
        # Convert S to a PyTorch tensor if it is not already
        S = torch.as_tensor(S, dtype=torch.float32)

        if self.amin <= 0:
            raise ValueError("amin must be strictly positive")

        if torch.is_complex(S):
            magnitude = S.abs()
        else:
            magnitude = S

        # Check if ref is a callable function or a scalar
        if callable(self.ref):
            ref_value = self.ref(magnitude)
        else:
            ref_value = torch.abs(torch.tensor(self.ref, dtype=S.dtype))

        # Compute the log spectrogram
        log_spec = 10.0 * torch.log10(
            torch.maximum(magnitude, torch.tensor(self.amin, device=magnitude.device))
        )
        log_spec -= 10.0 * torch.log10(
            torch.maximum(ref_value, torch.tensor(self.amin, device=magnitude.device))
        )

        # Apply top_db threshold if necessary
        if self.top_db is not None:
            if self.top_db < 0:
                raise ValueError("top_db must be non-negative")
            log_spec = torch.maximum(log_spec, log_spec.max() - self.top_db)

        return log_spec

# Initialize preprocessors
spectrogram_converter = torchaudio.transforms.Spectrogram(
    n_fft=2048, hop_length=256, power=2.0
)
mel_converter = torchaudio.transforms.MelScale(
    n_mels=256, n_stft=1025, sample_rate=32_000
)
powerToDB = PowerToDB(top_db=80)


def preprocess(audio, sample_rate_of_audio):
    """
    Preprocess the audio to the format that the model expects
    - Resample to 32kHz
    - Convert to melscale spectrogram n_fft: 2048, hop_length: 256, power: 2. melscale: n_mels: 256, n_stft: 1025
    - Normalize the melscale spectrogram with mean: -4.268, std: 4.569 (from AudioSet)

    """
    spectrogram = spectrogram_converter(audio)
    spectrogram = spectrogram.to(torch.float32)
    melspec = mel_converter(spectrogram)
    dbscale = powerToDB(melspec)
    normalized_dbscale = transforms.Normalize((-4.268,), (4.569,))(dbscale)
    # add batch dimension if needed
    if normalized_dbscale.dim() == 3:
        normalized_dbscale = normalized_dbscale.unsqueeze(0)
    return normalized_dbscale

preprocessed_audio = preprocess(audio, sample_rate)
print("Preprocessed_audio shape:", preprocessed_audio.shape)

logits = model(preprocessed_audio).logits
print("Logits shape: ", logits.shape)

top5 = torch.topk(logits, 5)
print("Top 5 logits:", top5.values)
print("Top 5 predicted classes:")
print([model.config.id2label[i] for i in top5.indices.squeeze().tolist()])
```

## Model Source
- **Repository:** [BirdSet Repository](https://github.com/DBD-research-group/BirdSet/tree/main)
- **Paper [optional]:** [BirdSet Paper](https://arxiv.org/pdf/2403.10380)

## Citation
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yefgra1 orange1 purbul1 grabul1 cubbul1 yesgra1 barbul1 gybsab4 leabul1 bkfgra soogra2 ducgra2 warfin1 grywaf1 vegfin2 metfin1 woofin1 smtfin1 gybsab5 latfin1 smgfin1 larcaf2 lagfin1 cocfin3 megfin1 blbgra1 bawtan1 cobtan2 ructan4 rubsab1 grhtan1 blgtan1 flctan1 whstan1 yectan1 pilfin1 recfin1 fuctan1 tactan1 whltan1 whtsab1 restan1 ructan1 crbfin1 wwstan1 fustan1 btstan1 wtstan1 crctan1 flrtan1 flrtan3 lazsab1 y00599 bratan1 crbtan1 mactan1 bkbtan1 lessee2 linsee1 whcsee2 whcsee1 varsee3 viosab1 grysee1 wibsee1 whnsee1 caqsee1 bawsee1 docsee1 yebsee1 dubsee1 tbsfin1 cbsfin bubsab1 nisfin1 gbsfin1 lbsfin1 bbsfin1 slcsee1 temsee1 bufsee1 plusee1 trosee1 rucsee1 napsab1 whtsee1 whbsee1 pabsee1 chtsee1 chbsee1 rubsee1 capsee1 batsee2 tabsee1 datsee1 brtplu1 pebsee1 rursee1 chesee1 marsee1 blbsee2 cinfin1 slbfin3 gyhbut1 blhhem1 bowfin1 tunswa whvplu1 barwaf1 barwaf2 cowfin1 tumfin1 comfin1 rubhem1 gychem1 blchem1 bkchem2 orbhem1 crowoo1 olehem1 blehem1 bkehem3 bkehem1 fuhtan1 bubtan1 orhtan1 chhtan1 raytan1 suphem1 fotwoo1 ructan3 brftan1 bcwfin1 ltrfin1 whrtan1 rswfin1 cbmfin1 bbbtan1 pardus2 rrwfin1 lotwoo2 gytwaf1 rbwfin2 ptwfin1 riwfin1 thshem1 bcwfin2 ciwfin1 pebcon1 biccon1 chvcon1 vicwoo2 whecon1 capcon1 giacon1 blbcon1 whbcon1 tamcon1 rubcon1 cincon1 styfin1 sutfin1 snowca1 bryfin1 saffin ofyfin1 gryfin1 chyfin1 payfin1 gryfin3 monyef1 gryfin2 rayfin1 whteme1 puyfin1 gyhsif1 pasfin1 bhsfin1 pesfin1 wilfin3 nigfin3 cawfin1 yebfin1 absfin1 mexwoo1 plsfin1 unifin1 slafin1 pebfin1 tildac1 rbsfin1 wtsfin1 wwdfin1 shtfin1 batsee1 stthum1 plcsee1 parsee1 debflo1 bluflo1 masflo1 indflo1 rusflo1 slaflo1 cibflo1 mouflo1 blbhum1 gloflo1 chbflo1 greflo1 whsflo1 gybflo1 bktflo1 merflo1 blkflo1 vertan1 pumtan2 whoswa scbhum1 yettan1 goctan3 yestan1 goctan4 fabtan1 baytan3 rubsal1 bbmtan1 cbmtan1 homtan1 bufhum1 blctan2 mamtan1 grgtan1 bcmtan1 gbmtan1 bwmtan1 bcmtan2 bkcmot1 sbmtan1 lamtan1 tumhum1 glgtan1 multan1 oretan1 orttan1 ygbtan1 gortan1 mobtan1 goctan1 eurnut1 rebcho1 spthum2 yebcho1 piapia1 eurjac daujac1 houcro1 neccro1 bancro1 slbcro1 slbcro4 slbcro3 mashum1 pipcro1 flocro1 marcro1 lobcro1 guacro1 boucro1 brhcro1 grycro1 capcro2 rook1 swthum1 amecro tamcro sincro1 fiscro palcro2 cupcro1 jamcro1 cubcro1 whncro1 carcro1 somhum1 hoocro1 colcro1 labcro1 labcro4 labcro3 torcro2 torcro3 litcro1 forrav1 litrav1 olshum1 ausrav1 brnrav1 somcro2 comrav chirav fatrav1 whnrav1 thbrav1 whwcho1 apostl1 stream2 lesmel1 gremel1 bucifr1 parcro1 paradi3 glmman2 crcman2 cucman1 truman1 lotpar1 stream3 splast1 ritast1 prsast1 huoast1 wespar1 carpar1 lawpar1 wahpar1 kospar1 grsbop1 freduc1 vichum vosbop1 parrif1 vicrif1 magrif3 magrif2 blasic1 brosic1 blbsic1 pabsic1 mbopar2 grfhum1 wbopar1 kbopar1 walsta2 twwbop1 gbopar2 rbopar1 lbopar1 rbopar2 ebopar1 bbopar1 azchum1 whfrob1 payrob1 whbrob1 yelrob1 gybrob1 olyrob1 hoorob1 dusrob1 whwrob2 smorob2 buvhum1 bugrob1 whrrob2 manrob1 blcrob1 blsrob2 whbrob2 bltrob1 gyhrob1 ashrob2 gyhrob2 berhum papscr2 nosrob1 sosrob1 lebfly3 gobfly2 jacwin1 torfly1 yebrob1 yelfly4 olifly3 blthum1 canfly2 garrob1 rosrob1 pinrob1 snmrob1 alprob1 flarob1 pacrob3 pacrob1 pacrob2 snbhum1 scarob2 recrob1 tomtit1 nezrob2 nezrob3 charob1 grbrob1 grgrob1 legrob1 whnroc1 stvhum2 rufroc1 orbroc1 marbab1 bohwax japwax1 cedwax bayfly1 grsfly1 ltsfly1 phaino inchum1 hypoco1 palmch1 olfwhi1 yebfan1 faifly1 eurgre1 origre origre6 yebgre4 viegre2 chbhum1 bkhgre1 desfin2 gowgro2 orifin1 afrcit1 wescit1 soucit1 blfcan1 papcan1 forcan1 flystd1 grbhum1 whrsee bltcan1 yerser1 reisee2 olrser1 yetser1 salser1 yefcan whbcan1 ankser2 corhum1 yemser1 capsis2 drasis2 norgrc1 sougrc1 yelcan1 brican1 sthsee2 sthsee3 blesee1 cinhum1 brrsee1 whtcan1 thbsee1 strsee1 tansee1 procan1 twite1 eurlin1 yemlin1 comred bubhum lesred1 hoared parcro2 scocro1 reblei melthr rtlhum honeme1 manhum1 amahum1 andeme1 shghum1 flistd1 gotsap1 vereme1 sathum1 sabhum1 humsap2 blhsap1 whceme1 plbeme1 whthum2 glteme1 falstd1 saseme1 rutsap1 gilhum1 whbhum1 gawhum1 blchum1 chahum1 puchum1 whbeme1 bltgol1