keremberke
commited on
Commit
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Parent(s):
df0458c
add ultralytics model card
Browse files
README.md
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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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datasets:
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- keremberke/pokemon-classification
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model-index:
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- name: keremberke/yolov8s-pokemon-classification
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results:
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- task:
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type: image-classification
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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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metrics:
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- type: accuracy
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value: 0.02459 # min: 0.0 - max: 1.0
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name: top1 accuracy
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- type: accuracy
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value: 0.0806 # min: 0.0 - max: 1.0
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name: top5 accuracy
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---
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<div align="center">
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<img width="640" alt="keremberke/yolov8s-pokemon-classification" src="https://huggingface.co/keremberke/yolov8s-pokemon-classification/resolve/main/thumbnail.jpg">
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</div>
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### Supported Labels
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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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### How to use
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- Install [ultralyticsplus](https://github.com/fcakyon/ultralyticsplus):
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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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- Load model and perform prediction:
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```python
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from ultralyticsplus import YOLO, postprocess_classify_output
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# load model
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model = YOLO('keremberke/yolov8s-pokemon-classification')
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# set model parameters
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model.overrides['conf'] = 0.25 # model confidence threshold
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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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# perform inference
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results = model.predict(image)
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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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