checkpoints/bats/notes.md

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