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license: mit |
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datasets: |
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- deepghs/anime_classification |
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metrics: |
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- accuracy |
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pipeline_tag: image-classification |
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tags: |
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- art |
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--- |
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The model used to predict the types of anime images, which includes the following four categories: |
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* 3D: Images rendered in 3D, including Mikumikudance, Koikatsu, etc. |
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* Bangumi: Screenshots from anime videos. |
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* Comic: Images of manga that contain a significant amount of text or panel sequences. |
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* Illustration: General anime illustrations. |
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| Model | FLOPs | Accuracy | Confusion Matrix | Description | |
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|:--------------------:|:------:|:--------:|:-------------------------------------------------------------------------------------------------------------------------:|----------------------------------------------------------------------------------| |
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| caformer_s36 | 22.10G | 88.19% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/caformer_s36/plot_confusion.png) | Model: caformer_s36 from timm | |
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| caformer_s36_plus | 22.10G | 93.47% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/caformer_s36_plus/plot_confusion.png) | Model: caformer_s36.sail_in22k_ft_in1k_384 pratrained from timm | |
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| mobilenetv3 | 0.63G | 88.96% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3/plot_confusion.png) | Model: mobilenetv3_large_100 from timm | |
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| mobilenetv3_dist | 0.63G | 91.98% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_dist/plot_confusion.png) | Distrillated from caformer_s36_plus, using mobilenetv3_large_100 with focal loss | |
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| mobilenetv3_sce | 0.63G | 89.92% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_sce/plot_confusion.png) | Model: mobilenetv3_large_100 from timm, use SCELoss as loss function | |
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| mobilenetv3_sce_dist | 0.63G | 92.35% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_sce_dist/plot_confusion.png) | Distrillated from caformer_s36_plus, using mobilenetv3_large_100 with SCELoss | |
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| mobilevitv2_150 | 9.09G | 88.21% | [Confusion Matrix](https://huggingface.co/deepghs/anime_classification/blob/main/mobilevitv2_150/plot_confusion.png) | Model: mobilevitv2_150 from timm | |
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| Name | FLOPS | Params | Accuracy | AUC | Confusion | Labels | |
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|:--------------------:|:-------:|:--------:|:----------:|:------:|:------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------:| |
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| caformer_s36 | 22.10G | 37.22M | 88.19% | N/A | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/caformer_s36/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| caformer_s36_plus | 22.10G | 37.22M | 93.47% | 0.9891 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/caformer_s36_plus/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| caformer_s36_v1 | 22.10G | 37.22M | 94.72% | 0.9934 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/caformer_s36_v1/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration`, `not_painting` | |
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| mobilenetv3 | 0.63G | 4.18M | 88.96% | N/A | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| mobilenetv3_dist | 0.63G | 4.18M | 91.98% | 0.9879 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_dist/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| mobilenetv3_sce | 0.63G | 4.18M | 89.92% | 0.9786 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_sce/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| mobilenetv3_sce_dist | 0.63G | 4.18M | 92.35% | 0.9854 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_sce_dist/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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| mobilenetv3_v1_dist | 0.63G | 4.18M | 94.04% | 0.9928 | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilenetv3_v1_dist/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration`, `not_painting` | |
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| mobilevitv2_150 | 9.09G | 9.79M | 88.21% | N/A | [confusion](https://huggingface.co/deepghs/anime_classification/blob/main/mobilevitv2_150/plot_confusion.png) | `3d`, `bangumi`, `comic`, `illustration` | |
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