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