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add ultralytics model card

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  1. README.md +79 -0
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+
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+ ---
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+ tags:
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+ - ultralyticsplus
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+ - yolov8
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+ - ultralytics
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+ - yolo
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+ - vision
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+ - image-classification
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+ - pytorch
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+ - awesome-yolov8-models
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+ library_name: ultralytics
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+ library_version: 8.0.21
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+ inference: false
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+
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+ datasets:
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+ - keremberke/pokemon-classification
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+
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+ model-index:
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+ - name: keremberke/yolov8m-pokemon-classification
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+ results:
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+ - task:
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+ type: image-classification
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+
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+ dataset:
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+ type: keremberke/pokemon-classification
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+ name: pokemon-classification
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+ split: validation
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+
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+ metrics:
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+ - type: accuracy
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+ value: 0.03279 # min: 0.0 - max: 1.0
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+ name: top1 accuracy
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+ - type: accuracy
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+ value: 0.09699 # min: 0.0 - max: 1.0
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+ name: top5 accuracy
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+ ---
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+
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+ <div align="center">
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+ <img width="640" alt="keremberke/yolov8m-pokemon-classification" src="https://huggingface.co/keremberke/yolov8m-pokemon-classification/resolve/main/thumbnail.jpg">
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+ </div>
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+
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+ ### Supported Labels
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+
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+ ```
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+ ['Abra', 'Aerodactyl', 'Alakazam', 'Alolan Sandslash', 'Arbok', 'Arcanine', 'Articuno', 'Beedrill', 'Bellsprout', 'Blastoise', 'Bulbasaur', 'Butterfree', 'Caterpie', 'Chansey', 'Charizard', 'Charmander', 'Charmeleon', 'Clefable', 'Clefairy', 'Cloyster', 'Cubone', 'Dewgong', 'Diglett', 'Ditto', 'Dodrio', 'Doduo', 'Dragonair', 'Dragonite', 'Dratini', 'Drowzee', 'Dugtrio', 'Eevee', 'Ekans', 'Electabuzz', 'Electrode', 'Exeggcute', 'Exeggutor', 'Farfetchd', 'Fearow', 'Flareon', 'Gastly', 'Gengar', 'Geodude', 'Gloom', 'Golbat', 'Goldeen', 'Golduck', 'Golem', 'Graveler', 'Grimer', 'Growlithe', 'Gyarados', 'Haunter', 'Hitmonchan', 'Hitmonlee', 'Horsea', 'Hypno', 'Ivysaur', 'Jigglypuff', 'Jolteon', 'Jynx', 'Kabuto', 'Kabutops', 'Kadabra', 'Kakuna', 'Kangaskhan', 'Kingler', 'Koffing', 'Krabby', 'Lapras', 'Lickitung', 'Machamp', 'Machoke', 'Machop', 'Magikarp', 'Magmar', 'Magnemite', 'Magneton', 'Mankey', 'Marowak', 'Meowth', 'Metapod', 'Mew', 'Mewtwo', 'Moltres', 'MrMime', 'Muk', 'Nidoking', 'Nidoqueen', 'Nidorina', 'Nidorino', 'Ninetales', 'Oddish', 'Omanyte', 'Omastar', 'Onix', 'Paras', 'Parasect', 'Persian', 'Pidgeot', 'Pidgeotto', 'Pidgey', 'Pikachu', 'Pinsir', 'Poliwag', 'Poliwhirl', 'Poliwrath', 'Wigglytuff', 'Zapdos', 'Zubat']
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+ ```
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+
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+ ### How to use
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+
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+ - Install [ultralyticsplus](https://github.com/fcakyon/ultralyticsplus):
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+
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+ ```bash
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+ pip install ultralyticsplus==0.0.23 ultralytics==8.0.21
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+ ```
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+
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+ - Load model and perform prediction:
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+
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+ ```python
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+ from ultralyticsplus import YOLO, postprocess_classify_output
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+
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+ # load model
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+ model = YOLO('keremberke/yolov8m-pokemon-classification')
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+
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+ # set model parameters
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+ model.overrides['conf'] = 0.25 # model confidence threshold
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+
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+ # set image
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+ image = 'https://github.com/ultralytics/yolov5/raw/master/data/images/zidane.jpg'
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+
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+ # perform inference
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+ results = model.predict(image)
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+
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+ # observe results
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+ print(results[0].probs) # [0.1, 0.2, 0.3, 0.4]
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+ processed_result = postprocess_classify_output(model, result=results[0])
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+ print(processed_result) # {"cat": 0.4, "dog": 0.6}
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+ ```
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+