This model was trained by Barry W. Brook. The official location of the model files is this Hugging Face repo.
These files are copied to this Hugging face repo because of the easy integration with AddaxAI.
Developer
Barry Brook
Description
The MEWC model for Tasmania has been trained on 2.5 million labelled images from 96 classes. It is based on the EfficientNet v2 Small model architecture, initialised with pre-trained ImageNet base weights. The classes include all non-volant terrestrial mammals (native and introduced) that are found in Tasmania, along with over 50 of the most-commonly observed bird species seen on camera traps. Most classes represent species, but there are also some general classes like snake or insect, and an unknown/washed-out special class. Based on held-out test data, the overall classification accuracy and f1 scores are >99%, and for the common species, accuracy typically exceeds 99.5%. The results for the rarest taxa are worse, but still over 90% in almost all cases.
Classes
- antechinus
- australian fur seal
- australian magpie
- australian owlet nightjar
- australian pipit
- bait
- bare nosed wombat
- bassian thrush
- beautiful firetail
- bennetts wallaby
- black currawong
- black rat
- black swan
- blotched blue tongue
- brown falcon
- brown goshawk
- brown hare
- brown quail
- brush bronzewing
- brushtail possum
- cape barren goose
- cat
- cattle
- chestnut teal
- chicken
- common blackbird
- common bronzewing
- common ringtail
- crescent honeyeater
- crimson rosella
- dog
- dusky robin
- eastern barred bandicoot
- eastern bettong
- eastern quoll
- eastern rosella
- european goldfinch
- european rabbit
- european starling
- fallow deer
- flame scarlet robin
- forest raven
- forester kangaroo
- goat
- green rosella
- grey currawong
- grey fantail
- grey shrikethrush
- guinea fowl
- house mouse
- insect
- laughing kookaburra
- lewins rail
- little penguin
- long nosed potoroo
- long tailed mouse
- maned goose
- masked lapwing
- new holland honeyeater
- olive whistler
- pacific black duck
- painted buttonquail
- peafowl
- pink robin
- platypus
- purple swamphen
- pygmy possum
- rakali
- red fox
- scrubtit
- sheep
- short beaked echidna
- skink
- snake
- sooty shearwater
- southern brown bandicoot
- spotted tail quoll
- strong billed honeyeater
- sugar glider
- superb fairywren
- superb lyrebird
- swamp harrier
- swamp rat
- tasmanian boobook
- tasmanian devil
- tasmanian nativehen
- tasmanian pademelon
- tasmanian scrubwren
- thornbill
- unknown animal
- wedge tailed eagle
- white bellied sea eagle
- white faced heron
- white footed dunnart
- yellow tailed black cockatoo
- yellow throated honeyeater
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