Model

README.md

@@ -5,7 +5,7 @@ colorFrom: pink
 colorTo: gray
 sdk: gradio
 sdk_version: 3.41.0
-app_file: app.py
+app_file: bat_gui.py
 pinned: false
 license: cc-by-nc-sa-4.0
 ---

checkpoints/README.md

@@ -0,0 +1,83 @@
+## BirdNET Analyzer Model Version History
+
+This repository contains only the latest version of the BirdNET-Analyzer model. We will track the changes in this document and also provide permanent download links to previous versions for testing and/or other use cases. 
+
+You can download and unzip previous model versions, make sure to update the `MODEL_PATH` and `LABELS_FILE` variable in the `config.py` file to the version you want to use.
+
+Model update history:
+
+**V2.4**
+- more than 6,000 species worldwide
+- covers frequencies from 0 Hz to 15 kHz with two-channel spectrogram (one for low and one for high frequencies)
+- 0.826 GFLOPs, 50.5 MB as FP32
+- enhanced and optimized metadata model
+- global selection of species (birds and non-birds) with 6,522 classes (incl. 10 non-event classes)
+- Download here: [BirdNET-Analyzer-V2.4.zip](https://drive.google.com/file/d/1ixYBPbZK2Fh1niUQzadE2IWTFZlwATa3)
+
+**V2.3**
+
+- slightly larger (36.4 MB vs. 21.3 MB as FP32) but smaller computational footprint (0.698 vs. 1.31 GFLOPs) than V2.2
+- larger embedding size (1024 vs 320) than V2.2 (hence the bigger model)
+- enhanced and optimized metadata model
+- global selection of species (birds and non-birds) with 3,337 classes (incl. 10 non-event classes)
+- Download here: [BirdNET-Analyzer-V2.3.zip](https://drive.google.com/file/d/1hhwQBVBngGnEhmqYeDksIW8ZY1FJmwyi)
+
+**V2.2**
+
+- smaller (21.3 MB vs. 29.5 MB as FP32) and faster (1.31 vs 2.03 GFLOPs) than V2.1
+- maintains same accuracy as V2.1 despite more classes
+- global selection of species (birds and non-birds) with 3,337 classes (incl. 10 non-event classes)
+- Download here: [BirdNET-Analyzer-V2.2.zip](https://drive.google.com/file/d/166w8IAkXGKp6ClKb8vaniG1DmOr8Fwem)
+
+**V2.1**
+
+- same model architecture as V2.0
+- extended 2022 training data
+- global selection of species (birds and non-birds) with 2,434 classes (incl. 10 non-event classes)
+- Download here: [BirdNET-Analyzer-V2.1.zip](https://drive.google.com/file/d/15cvPiezn_6H2tQs1FGMVrVdqiwLjLRms)
+
+**V2.0**
+
+- same model design as 1.4 but a bit wider
+- extended 2022 training data
+- global selection of species (birds and non-birds) with 1,328 classes (incl. 10 non-event classes)
+- Download here: [BirdNET-Analyzer-V2.0.zip](https://drive.google.com/file/d/1h2Tbk_29ghNdK62ynrdRWyxT4H1fpFGs)
+
+**V1.4**
+
+- smaller, deeper, faster
+- only 30% of the size of V1.3
+- still linear spectrogram and EfficientNet blocks
+- extended 2021 training data
+- 1,133 birds and non-birds for North America and Europe
+- Download here: [BirdNET-Analyzer-V1.4.zip](https://drive.google.com/file/d/1h14-Y8dOrPr9XCWfIoUjlWMJ9aWyNkKa)
+
+**V1.3**
+
+- Model uses linear frequency scale for spectrograms
+- uses V2 fusion blocks and V1 efficient blocks
+- extended 2021 training data
+- 1,133 birds and non-birds for North America and Europe
+- Download here: [BirdNET-Analyzer-V1.3.zip](https://drive.google.com/file/d/1h0nJzPjyJWbkfPyaWpS332xUwzDOygs9)
+
+**V1.2**
+
+- Model based on EfficientNet V2 blocks
+- uses V2 fusion blocks and V1 efficient blocks
+- extended 2021 training data
+- 1,133 birds and non-birds for North America and Europe
+- Download here: [BirdNET-Analyzer-V1.2.zip](https://drive.google.com/file/d/1h-il_W6t8Tz_XHrRMO1zcp_ThYp9QPLK)
+
+**V1.1**
+
+- Model based on Wide-ResNet (aka "App model")
+- extended 2021 training data
+- 1,133 birds and non-birds for North America and Europe
+- Download here: [BirdNET-Analyzer-V1.1.zip](https://drive.google.com/file/d/1gzpwiCAf2HkfcAmlRq1K9Q0KrDsd5nGP)
+
+**App Model**
+
+- Model based on Wide-ResNet
+- ~3,000 species worldwide
+- currently deployed as BirdNET app model
+- Download here: [BirdNET-Analyzer-App-Model.zip](https://drive.google.com/file/d/1gxkxPFlaTYxHFqAODDHYGUX8uEkZDWaL)

checkpoints/V2.4/BirdNET_GLOBAL_6K_V2.4_MData_Model_FP16.tflite

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checkpoints/V2.4/BirdNET_GLOBAL_6K_V2.4_Model_FP16.tflite

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checkpoints/V2.4/BirdNET_GLOBAL_6K_V2.4_Model_FP32.tflite

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checkpoints/V2.4/BirdNET_GLOBAL_6K_V2.4_Model_INT8.tflite

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checkpoints/bats/notes.md

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+
+Scotland (including noise-50 )
+
+Myotis brandtii_Brandt bat
+Myotis daubentonii_Daubentons bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+
+python3 train.py --i train_data/Scotland --o tmp/BattyBirdNET-Scotland-144kHz.tflite
+Epoch 62/100
+42/42 [==============================] - 0s 10ms/step - loss: 0.0042 - prec: 0.9608 - val_loss: 0.0044 - val_prec: 0.9474
+...Done. Best top-1 precision: 0.951127827167511
+
+
+
+UK including noise-100
+
+arbastella barbastellus_Western barbastelle
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis daubentonii_Daubentons bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat
+
+
+Epoch 95/100
+51/51 [==============================] - 0s 10ms/step - loss: 0.0020 - prec: 0.9434 - val_loss: 0.0016 - val_prec: 0.9565
+...Done. Best top-1 precision: 0.95652174949646
+
+
+Bavaria including noise 100
+
+
+Barbastella barbastellus_Western barbastelle
+Eptesicus nilssonii_Northern bat
+Eptesicus serotinus_Serotine bat
+Hypsugo savii_Savis pipistrelle
+Miniopterus schreibersii_Common bent-wing bat
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis dasycneme_Pond bat
+Myotis daubentonii_Daubentons bat
+Myotis emarginatus_Geoffroys bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus kuhlii_Kuhls pipistrelle
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat
+Vespertilio murinus_Parti-coloured bat
+
+
+Epoch 76/100
+68/68 [==============================] - 1s 9ms/step - loss: 0.0014 - prec: 0.9568 - val_loss: 0.0016 - val_prec: 0.9675
+...Done. Best top-1 precision: 0.9675173759460449
+
+EU including noise 100
+
+Barbastella barbastellus_Western barbastelle
+Eptesicus nilssonii_Northern bat
+Eptesicus serotinus_Serotine bat
+Hypsugo savii_Savis pipistrelle
+Miniopterus schreibersii_Common bent-wing bat
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis capaccinii_Long-fingered bat
+Myotis dasycneme_Pond bat
+Myotis daubentonii_Daubentons bat
+Myotis emarginatus_Geoffroys bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus lasiopterus_Greater noctule bat
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus kuhlii_Kuhls pipistrelle
+Pipistrellus maderensis_Madeira pipistrelle
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus blasii_Blasius horseshoe bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat
+Tadarida teniotis_European free-tailed bat
+Vespertilio murinus_Parti-coloured bat
+
+
+Epoch 58/100
+72/72 [==============================] - 1s 10ms/step - loss: 0.0016 - prec: 0.9588 - val_loss: 0.0017 - val_prec: 0.9605
+...Done. Best top-1 precision: 0.9627193212509155
+
+
+
+USA is nabat -200
+
+Epoch 41/100
+179/179 [==============================] - 2s 9ms/step - loss: 0.0067 - prec: 0.9428 - val_loss: 0.0081 - val_prec: 0.9396
+...Done. Best top-1 precision: 0.946631669998169
+
+
+usa all
+
+Epoch 20/400
+675/675 [==============================] - 9s 13ms/step - loss: 0.0341 - prec: 0.7899 - val_loss: 0.0332 - val_prec: 0.8001
+...Done. Best top-1 precision: 0.8033812046051025
+
+
+python3 train.py --i train_data/EU/ --o tmp/BattyBirdNET-EU-144kHz-noise.tflite
+EU 144kHz trained with noise for crickets
+
+Sweden
+61/61 [==============================] - 1s 14ms/step - loss: 0.0016 - prec: 0.9339 - val_loss: 0.0013 - val_prec: 0.9335
+...Done. Best top-1 precision: 0.9335038065910339
+
+MarinCounty 200 nabat
+Epoch 76/100
+98/98 [==============================] - 1s 13ms/step - loss: 0.0078 - prec: 0.9269 - val_loss: 0.0080 - val_prec: 0.9266
+...Done. Best top-1 precision: 0.9282296895980835
+

checkpoints/bats/v1.0/BattyBirdNET-Bavaria-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-Bavaria-144kHz_Labels.txt

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+Barbastella barbastellus_Western barbastelle
+Eptesicus nilssonii_Northern bat
+Eptesicus serotinus_Serotine bat
+Hypsugo savii_Savis pipistrelle
+Miniopterus schreibersii_Common bent-wing bat
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis dasycneme_Pond bat
+Myotis daubentonii_Daubentons bat
+Myotis emarginatus_Geoffroys bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus kuhlii_Kuhls pipistrelle
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat
+Vespertilio murinus_Parti-coloured bat

checkpoints/bats/v1.0/BattyBirdNET-EU-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-EU-144kHz_Labels.txt

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+Barbastella barbastellus_Western barbastelle
+Eptesicus nilssonii_Northern bat
+Eptesicus serotinus_Serotine bat
+Hypsugo savii_Savis pipistrelle
+Miniopterus schreibersii_Common bent-wing bat
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis capaccinii_Long-fingered bat
+Myotis dasycneme_Pond bat
+Myotis daubentonii_Daubentons bat
+Myotis emarginatus_Geoffroys bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus lasiopterus_Greater noctule bat
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus kuhlii_Kuhls pipistrelle
+Pipistrellus maderensis_Madeira pipistrelle
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus blasii_Blasius horseshoe bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat
+Tadarida teniotis_European free-tailed bat
+Vespertilio murinus_Parti-coloured bat

checkpoints/bats/v1.0/BattyBirdNET-MarinCounty-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-MarinCounty-144kHz_Labels.txt

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+Antrozous pallidus_Pallid bat
+Corynorhinus townsendii_Townsend's big-eared bat
+Eptesicus fuscus_Big brown bat
+Eumops perotis_Greater mastiff bat
+Lasionycteris noctivagans_Silver-haired bat
+Lasiurus blossevillii_Western red bat
+Lasiurus cinereus_Hoary bat
+Myotis californicus_California bat
+Myotis evotis_Western long-eared bat
+Myotis lucifugus_Little brown bat
+Myotis thysanodes_Fringed bat
+Myotis volans_Long-legged bat
+Myotis yumanensis_Yuma bat
+NOISE
+Parastrellus hesperus_Canyon bat
+Tadarida brasiliensis_Brazilian free-tailed bat

checkpoints/bats/v1.0/BattyBirdNET-Scotland-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-Scotland-144kHz_Labels.txt

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+Myotis brandtii_Brandt bat
+Myotis daubentonii_Daubentons bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat

checkpoints/bats/v1.0/BattyBirdNET-Sweden-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-Sweden-144kHz_Labels.txt

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+Barbastella barbastellus_Western barbastelle
+Eptesicus nilssonii_Northern bat
+Eptesicus serotinus_Serotine bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis dasycneme_Pond bat
+Myotis daubentonii_Daubentons bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis natterers_natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus kuhlii_Kuhls pipistrelle
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Vespertilio murinus_Parti-coloured bat

checkpoints/bats/v1.0/BattyBirdNET-UK-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-UK-144kHz_Labels.txt

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+Barbastella barbastellus_Western barbastelle
+Myotis alcathoe_Alcathoe bat
+Myotis bechsteinii_Bechsteins bat
+Myotis brandtii_Brandt bat
+Myotis daubentonii_Daubentons bat
+Myotis myotis_Greater mouse-eared bat
+Myotis mystacinus_Whiskered bat
+Myotis nattereri_Natterers bat
+NOISE
+Nyctalus leisleri_Lesser noctule
+Nyctalus noctula_Common noctule
+Pipistrellus nathusii_Nathusius pipistrelle
+Pipistrellus pipistrellus_Common pipistrelle
+Pipistrellus pygmaeus_Soprano pipistrelle
+Plecotus spec._Long eared bat
+Rhinolophus ferrumequinum_Greater horseshoe bat
+Rhinolophus hipposideros_Lesser horseshoe bat

checkpoints/bats/v1.0/BattyBirdNET-USA-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-USA-144kHz_Labels.txt

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+Antrozous pallidus_Pallid bat
+Corynorhinus rafinesquii_Rafinesque's big-eared bat
+Corynorhinus townsendii_Townsend's big-eared bat
+Eptesicus fuscus_Big brown bat
+Euderma maculatum_Spotted bat
+Eumops floridanus_Florida bonneted
+Eumops perotis_Greater mastiff bat
+Idionycteris phyllotis_Allen's big-eared bat
+Lasionycteris noctivagans_Silver-haired bat
+Lasiurus blossevillii_Western red bat
+Lasiurus borealis_Eastern red bat
+Lasiurus cinereus_Hoary bat
+Lasiurus intermedius_Northern yellow bat
+Lasiurus seminolus_Seminole bat
+Lasiurus xanthinus_Western yellow bat
+Myotis austroriparius_Southeastern myotis
+Myotis californicus_California bat
+Myotis ciliolabrum_Western small-footed myotis
+Myotis evotis_Western long-eared bat
+Myotis grisescens_Gray bat
+Myotis leibii_Eastern small-footed bat
+Myotis lucifugus_Little brown bat
+Myotis septentrionalis_Northern long-eared bat
+Myotis sodalis_Indiana bat
+Myotis thysanodes_Fringed bat
+Myotis velifer_Cave bat
+Myotis volans_Long-legged bat
+Myotis yumanensis_Yuma bat
+NOISE
+Nycticeius humeralis_Evening bat
+Nyctinomops femorosaccus_Pocketed free-tailed bat
+Nyctinomops macrotis_Big free-tailed bat
+Parastrellus hesperus_Canyon bat
+Perimyotis subflavus_Tricolored bat
+Tadarida brasiliensis_Brazilian free-tailed bat

checkpoints/bats/v1.0/BattyBirdNET-USA-ALL-144kHz.tflite

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checkpoints/bats/v1.0/BattyBirdNET-USA-ALL-144kHz_Labels.txt

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+Antrozous pallidus_Pallid bat
+Corynorhinus rafinesquii_Rafinesque's big-eared bat
+Corynorhinus townsendii_Townsend's big-eared bat
+Eptesicus fuscus_Big brown bat
+Euderma maculatum_Spotted bat
+Eumops floridanus_Florida bonneted
+Eumops perotis_Greater mastiff bat
+Idionycteris phyllotis_Allen's big-eared bat
+Lasionycteris noctivagans_Silver-haired bat
+Lasiurus blossevillii_Western red bat
+Lasiurus borealis_Eastern red bat
+Lasiurus cinereus_Hoary bat
+Lasiurus intermedius_Northern yellow bat
+Lasiurus seminolus_Seminole bat
+Lasiurus xanthinus_Western yellow bat
+Myotis austroriparius_Southeastern myotis
+Myotis californicus_California bat
+Myotis ciliolabrum_Western small-footed myotis
+Myotis evotis_Western long-eared bat
+Myotis grisescens_Gray bat
+Myotis leibii_Eastern small-footed bat
+Myotis lucifugus_Little brown bat
+Myotis septentrionalis_Northern long-eared bat
+Myotis sodalis_Indiana bat
+Myotis thysanodes_Fringed bat
+Myotis velifer_Cave bat
+Myotis volans_Long-legged bat
+Myotis yumanensis_Yuma bat
+NOISE
+Nycticeius humeralis_Evening bat
+Nyctinomops femorosaccus_Pocketed free-tailed bat
+Nyctinomops macrotis_Big free-tailed bat
+Parastrellus hesperus_Canyon bat
+Perimyotis subflavus_Tricolored bat
+Tadarida brasiliensis_Brazilian free-tailed bat
+papers