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@@ -4,4 +4,70 @@ metrics:
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  - accuracy
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  - f1
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  ---
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- See https://www.kaggle.com/code/dima806/card-types-image-detection-vit for more details.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - accuracy
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  - f1
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  ---
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+ Returns card type given an image.
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+
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+ See https://www.kaggle.com/code/dima806/card-types-image-detection-vit for more details.
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+
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+ ```
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+ Classification report:
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+
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+ precision recall f1-score support
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+
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+ ace of clubs 0.8000 0.9474 0.8675 38
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+ ace of diamonds 0.6604 0.9211 0.7692 38
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+ ace of hearts 0.7727 0.8947 0.8293 38
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+ ace of spades 0.6129 1.0000 0.7600 38
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+ eight of clubs 0.6500 0.3421 0.4483 38
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+ eight of diamonds 0.7500 0.5385 0.6269 39
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+ eight of hearts 0.5000 0.1842 0.2692 38
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+ eight of spades 0.7273 0.2105 0.3265 38
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+ five of clubs 0.8438 0.6923 0.7606 39
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+ five of diamonds 0.7750 0.8158 0.7949 38
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+ five of hearts 0.7949 0.8158 0.8052 38
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+ five of spades 0.7368 0.7368 0.7368 38
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+ four of clubs 0.7333 0.8684 0.7952 38
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+ four of diamonds 0.8571 0.6316 0.7273 38
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+ four of hearts 0.7368 0.7368 0.7368 38
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+ four of spades 0.9000 0.6923 0.7826 39
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+ jack of clubs 0.7037 0.5000 0.5846 38
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+ jack of diamonds 0.5806 0.4737 0.5217 38
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+ jack of hearts 0.8889 0.2105 0.3404 38
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+ jack of spades 0.4000 0.2051 0.2712 39
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+ joker 0.9487 0.9737 0.9610 38
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+ king of clubs 0.3721 0.8421 0.5161 38
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+ king of diamonds 0.4865 0.9474 0.6429 38
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+ king of hearts 0.5472 0.7436 0.6304 39
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+ king of spades 0.4203 0.7632 0.5421 38
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+ nine of clubs 0.5909 0.6842 0.6341 38
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+ nine of diamonds 0.8095 0.4474 0.5763 38
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+ nine of hearts 0.5455 0.6154 0.5783 39
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+ nine of spades 0.4615 0.7895 0.5825 38
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+ queen of clubs 0.2727 0.1538 0.1967 39
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+ queen of diamonds 0.6250 0.1282 0.2128 39
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+ queen of hearts 0.6216 0.6053 0.6133 38
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+ queen of spades 0.7353 0.6579 0.6944 38
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+ seven of clubs 0.5333 0.6316 0.5783 38
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+ seven of diamonds 0.3571 0.3947 0.3750 38
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+ seven of hearts 0.7143 0.7895 0.7500 38
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+ seven of spades 0.7742 0.6316 0.6957 38
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+ six of clubs 0.7368 0.7179 0.7273 39
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+ six of diamonds 0.4462 0.7632 0.5631 38
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+ six of hearts 0.8462 0.5789 0.6875 38
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+ six of spades 0.7879 0.6842 0.7324 38
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+ ten of clubs 0.8889 0.6316 0.7385 38
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+ ten of diamonds 0.6136 0.7105 0.6585 38
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+ ten of hearts 0.7021 0.8684 0.7765 38
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+ ten of spades 0.8529 0.7632 0.8056 38
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+ three of clubs 0.7561 0.7949 0.7750 39
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+ three of diamonds 0.7419 0.6053 0.6667 38
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+ three of hearts 0.7273 0.8205 0.7711 39
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+ three of spades 0.6744 0.7632 0.7160 38
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+ two of clubs 0.7179 0.7368 0.7273 38
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+ two of diamonds 0.7667 0.6053 0.6765 38
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+ two of hearts 0.7647 0.6842 0.7222 38
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+ two of spades 0.7949 0.8158 0.8052 38
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+
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+ accuracy 0.6553 2025
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+ macro avg 0.6804 0.6559 0.6431 2025
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+ weighted avg 0.6802 0.6553 0.6427 2025
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+ ```