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zoalearn2

Image Classification
Transformers
PyTorch
TensorBoard
vit
huggingpics
Eval Results
Inference Endpoints
Model card Files Metrics Community
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  1. README.md +158 -0
  2. config.json +94 -0
  3. preprocessor_config.json +22 -0
  4. pytorch_model.bin +3 -0
  5. runs/events.out.tfevents.1677455397.bb74635495f4.1755.0 +3 -0
README.md ADDED
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+ ---
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+ tags:
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+ - image-classification
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+ - pytorch
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+ - huggingpics
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+ metrics:
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+ - accuracy
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+
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+ model-index:
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+ - name: zoalearn2
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+ results:
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+ - task:
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+ name: Image Classification
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+ type: image-classification
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+ metrics:
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.8353765606880188
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+ ---
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+
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+ # zoalearn2
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+
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+
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+
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+ ## Example Images
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+
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+
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+ #### Acanthastrea
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+
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+ ![Acanthastrea](images/Acanthastrea.jpg)
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+
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+ #### Acropora Cervicornis
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+
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+ ![Acropora Cervicornis](images/Acropora_Cervicornis.jpg)
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+
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+ #### Acropora Palmata
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+
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+ ![Acropora Palmata](images/Acropora_Palmata.jpg)
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+
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+ #### Alveopora
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+
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+ ![Alveopora](images/Alveopora.jpg)
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+
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+ #### Blastomussa
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+
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+ ![Blastomussa](images/Blastomussa.jpg)
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+
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+ #### Catalaphyllia jardinae
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+
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+ ![Catalaphyllia jardinae](images/Catalaphyllia_jardinae.jpg)
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+
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+ #### Caulastraea Furcata
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+
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+ ![Caulastraea Furcata](images/Caulastraea_Furcata.jpg)
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+
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+ #### Cyphastrea
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+
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+ ![Cyphastrea](images/Cyphastrea.jpg)
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+
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+ #### Dendrogyra cylindrus
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+
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+ ![Dendrogyra cylindrus](images/Dendrogyra_cylindrus.jpg)
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+
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+ #### Diadema Antillarum
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+
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+ ![Diadema Antillarum](images/Diadema_Antillarum.jpg)
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+
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+ #### Diploria Strigosa
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+
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+ ![Diploria Strigosa](images/Diploria_Strigosa.jpg)
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+
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+ #### Discosoma
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+
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+ ![Discosoma](images/Discosoma.jpg)
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+
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+ #### Duncanopsammia
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+
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+ ![Duncanopsammia](images/Duncanopsammia.jpg)
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+
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+ #### Euphyllia
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+
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+ ![Euphyllia](images/Euphyllia.jpg)
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+
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+ #### Euphyllia Divisa
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+
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+ ![Euphyllia Divisa](images/Euphyllia_Divisa.jpg)
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+
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+ #### Favia
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+
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+ ![Favia](images/Favia.jpg)
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+
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+ #### Gorgonian
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+
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+ ![Gorgonian](images/Gorgonian.jpg)
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+
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+ #### Heliofungia actiniformis
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+
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+ ![Heliofungia actiniformis](images/Heliofungia_actiniformis.jpg)
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+
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+ #### Hydnophora
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+
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+ ![Hydnophora](images/Hydnophora.jpg)
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+
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+ #### Leptoseris
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+
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+ ![Leptoseris](images/Leptoseris.jpg)
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+
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+ #### Meandrina Meandrites
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+
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+ ![Meandrina Meandrites](images/Meandrina_Meandrites.jpg)
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+
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+ #### Millepora Alcicornis
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+
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+ ![Millepora Alcicornis](images/Millepora_Alcicornis.jpg)
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+
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+ #### Montastraea Cavernosa
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+
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+ ![Montastraea Cavernosa](images/Montastraea_Cavernosa.jpg)
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+
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+ #### Montipora
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+
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+ ![Montipora](images/Montipora.jpg)
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+
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+ #### Palythoas Palythoa
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+
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+ ![Palythoas Palythoa](images/Palythoas_Palythoa.jpg)
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+
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+ #### Pocillopora meandrina
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+
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+ ![Pocillopora meandrina](images/Pocillopora_meandrina.jpg)
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+
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+ #### Porites
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+
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+ ![Porites](images/Porites)
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+
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+ #### Rhodactis
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+
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+ ![Rhodactis](images/Rhodactis.jpg)
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+
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+ #### Ricordea
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+
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+ ![Ricordea](images/Ricordea.jpg)
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+
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+ #### Seriatopora
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+
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+ ![Seriatopora](images/Seriatopora.jpg)
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+
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+ #### Siderastrea Siderea
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+
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+ ![Siderastrea Siderea](images/Siderastrea_Siderea.jpg)
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+
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+ #### Tunicates
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+
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+ ![Tunicates](images/Tunicates.jpg)
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+
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+ #### Zoanthid
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+
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+ ![Zoanthid](images/Zoanthid.jpg)
config.json ADDED
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+ {
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+ "_name_or_path": "google/vit-base-patch16-224-in21k",
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "Acanthastrea",
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+ "1": "Acropora Cervicornis",
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+ "10": "Diploria Strigosa",
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+ "11": "Discosoma",
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+ "12": "Duncanopsammia",
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+ "13": "Euphyllia",
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+ "14": "Euphyllia Divisa",
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+ "15": "Favia",
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+ "16": "Gorgonian",
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+ "17": "Heliofungia actiniformis",
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+ "18": "Hydnophora",
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+ "19": "Leptoseris",
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+ "2": "Acropora Palmata",
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+ "20": "Meandrina Meandrites",
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+ "21": "Millepora Alcicornis",
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+ "22": "Montastraea Cavernosa",
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+ "23": "Montipora",
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+ "24": "Palythoas Palythoa",
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+ "25": "Pocillopora meandrina",
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+ "26": "Porites",
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+ "27": "Rhodactis",
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+ "28": "Ricordea",
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+ "29": "Seriatopora",
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+ "3": "Alveopora",
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+ "30": "Siderastrea Siderea",
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+ "31": "Tunicates",
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+ "32": "Zoanthid",
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+ "4": "Blastomussa",
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+ "5": "Catalaphyllia jardinae",
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+ "6": "Caulastraea Furcata",
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+ "7": "Cyphastrea",
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+ "8": "Dendrogyra cylindrus",
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+ "9": "Diadema Antillarum"
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+ },
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+ "image_size": 224,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "Acanthastrea": "0",
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+ "Acropora Cervicornis": "1",
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+ "Acropora Palmata": "2",
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+ "Alveopora": "3",
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+ "Blastomussa": "4",
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+ "Catalaphyllia jardinae": "5",
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+ "Caulastraea Furcata": "6",
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+ "Cyphastrea": "7",
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+ "Dendrogyra cylindrus": "8",
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+ "Diadema Antillarum": "9",
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+ "Diploria Strigosa": "10",
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+ "Discosoma": "11",
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+ "Duncanopsammia": "12",
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+ "Euphyllia": "13",
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+ "Euphyllia Divisa": "14",
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+ "Favia": "15",
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+ "Gorgonian": "16",
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+ "Heliofungia actiniformis": "17",
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+ "Hydnophora": "18",
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+ "Leptoseris": "19",
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+ "Meandrina Meandrites": "20",
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+ "Millepora Alcicornis": "21",
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+ "Montastraea Cavernosa": "22",
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+ "Montipora": "23",
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+ "Palythoas Palythoa": "24",
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+ "Pocillopora meandrina": "25",
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+ "Porites": "26",
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+ "Rhodactis": "27",
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+ "Ricordea": "28",
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+ "Seriatopora": "29",
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+ "Siderastrea Siderea": "30",
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+ "Tunicates": "31",
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+ "Zoanthid": "32"
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "model_type": "vit",
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "patch_size": 16,
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+ "problem_type": "single_label_classification",
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+ "qkv_bias": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.26.1"
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+ }
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+ "image_processor_type": "ViTFeatureExtractor",
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+ "size": {
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+ "width": 224
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+ }
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+ }
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