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license: cc-by-4.0 |
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This model was trained by [Barry W. Brook](https://huggingface.co/bwbrook). The official location of the model files is [this Hugging Face repo](https://huggingface.co/bwbrook/mewc_pretrained). |
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These files are copied to this Hugging face repo because of the easy integration with [AddaxAI](https://addaxdatascience.com/addaxai/). |
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__Developer__ |
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Barry Brook |
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__Description__ |
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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. |
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__Classes__ |
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- antechinus |
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- australian fur seal |
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- australian magpie |
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- australian owlet nightjar |
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- australian pipit |
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- bait |
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- bare nosed wombat |
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- bassian thrush |
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- beautiful firetail |
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- bennetts wallaby |
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- black currawong |
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- black rat |
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- black swan |
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- blotched blue tongue |
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- brown falcon |
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- brown goshawk |
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- brown hare |
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- brown quail |
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- brush bronzewing |
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- brushtail possum |
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- cape barren goose |
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- cat |
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- cattle |
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- chestnut teal |
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- chicken |
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- common blackbird |
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- common bronzewing |
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- common ringtail |
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- crescent honeyeater |
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- crimson rosella |
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- dog |
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- dusky robin |
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- eastern barred bandicoot |
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- eastern bettong |
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- eastern quoll |
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- eastern rosella |
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- european goldfinch |
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- european rabbit |
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- european starling |
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- fallow deer |
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- flame scarlet robin |
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- forest raven |
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- forester kangaroo |
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- goat |
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- green rosella |
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- grey currawong |
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- grey fantail |
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- grey shrikethrush |
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- guinea fowl |
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- house mouse |
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- insect |
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- laughing kookaburra |
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- lewins rail |
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- little penguin |
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- long nosed potoroo |
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- long tailed mouse |
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- maned goose |
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- masked lapwing |
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- new holland honeyeater |
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- olive whistler |
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- pacific black duck |
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- painted buttonquail |
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- peafowl |
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- pink robin |
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- platypus |
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- purple swamphen |
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- pygmy possum |
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- rakali |
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- red fox |
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- scrubtit |
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- sheep |
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- short beaked echidna |
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- skink |
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- snake |
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- sooty shearwater |
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- southern brown bandicoot |
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- spotted tail quoll |
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- strong billed honeyeater |
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- sugar glider |
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- superb fairywren |
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- superb lyrebird |
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- swamp harrier |
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- swamp rat |
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- tasmanian boobook |
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- tasmanian devil |
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- tasmanian nativehen |
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- tasmanian pademelon |
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- tasmanian scrubwren |
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- thornbill |
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- unknown animal |
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- wedge tailed eagle |
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- white bellied sea eagle |
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- white faced heron |
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- white footed dunnart |
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- yellow tailed black cockatoo |
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- yellow throated honeyeater |
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__Links__ |
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[Learn more](https://github.com/zaandahl/mewc) |
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[License](https://creativecommons.org/licenses/by/4.0/) |
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[Citation](https://ecoevorxiv.org/repository/view/6405/) |
