deepghs / anime_classification

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image-classification

Introduction of anime_classification

Model Details of anime_classification

The model used to predict the types of anime images, which includes the following four categories:

  • 3D: Images rendered in 3D, including Mikumikudance, Koikatsu, etc.
  • Bangumi: Screenshots from anime videos.
  • Comic: Images of manga that contain a significant amount of text or panel sequences.
  • Illustration: General anime illustrations.
Model FLOPs Accuracy Confusion Matrix Description
caformer_s36 22.10G 88.19% Confusion Matrix Model: caformer_s36 from timm
caformer_s36_plus 22.10G 93.47% Confusion Matrix Model: caformer_s36.sail_in22k_ft_in1k_384 pratrained from timm
mobilenetv3 0.63G 88.96% Confusion Matrix Model: mobilenetv3_large_100 from timm
mobilenetv3_dist 0.63G 91.98% Confusion Matrix Distrillated from caformer_s36_plus, using mobilenetv3_large_100 with focal loss
mobilenetv3_sce 0.63G 89.92% Confusion Matrix Model: mobilenetv3_large_100 from timm, use SCELoss as loss function
mobilenetv3_sce_dist 0.63G 92.35% Confusion Matrix Distrillated from caformer_s36_plus, using mobilenetv3_large_100 with SCELoss
mobilevitv2_150 9.09G 88.21% Confusion Matrix Model: mobilevitv2_150 from timm
Name FLOPS Params Accuracy AUC Confusion Labels
caformer_s36 22.10G 37.22M 88.19% N/A confusion 3d , bangumi , comic , illustration
caformer_s36_plus 22.10G 37.22M 93.47% 0.9891 confusion 3d , bangumi , comic , illustration
caformer_s36_v1.1_focal 22.10G 37.22M 95.99% 0.9967 confusion 3d , bangumi , comic , illustration , not_painting
caformer_s36_v1.2_focal 22.10G 37.22M 97.23% 0.9982 confusion 3d , bangumi , comic , illustration , not_painting
caformer_s36_v1.3_focal 22.10G 37.22M 97.16% 0.9982 confusion 3d , bangumi , comic , illustration , not_painting
caformer_s36_v1.4_focal 22.10G 37.22M 95.82% 0.9967 confusion 3d , bangumi , comic , illustration , not_painting
caformer_s36_v1.4_focal_fp32 22.10G 37.22M 95.98% 0.9969 confusion 3d , bangumi , comic , illustration , not_painting
caformer_s36_v1 22.10G 37.22M 94.72% 0.9934 confusion 3d , bangumi , comic , illustration , not_painting
mobilenetv3 0.63G 4.18M 88.96% N/A confusion 3d , bangumi , comic , illustration
mobilenetv3_dist 0.63G 4.18M 91.98% 0.9879 confusion 3d , bangumi , comic , illustration
mobilenetv3_sce 0.63G 4.18M 89.92% 0.9786 confusion 3d , bangumi , comic , illustration
mobilenetv3_sce_dist 0.63G 4.18M 92.35% 0.9854 confusion 3d , bangumi , comic , illustration
mobilenetv3_v1.2_dist 0.63G 4.18M 96.53% 0.9972 confusion 3d , bangumi , comic , illustration , not_painting
mobilenetv3_v1.3_dist 0.63G 4.18M 96.41% 0.9973 confusion 3d , bangumi , comic , illustration , not_painting
mobilenetv3_v1.4_dist 0.63G 4.18M 94.77% 0.9950 confusion 3d , bangumi , comic , illustration , not_painting
mobilenetv3_v1_dist 0.63G 4.18M 94.04% 0.9928 confusion 3d , bangumi , comic , illustration , not_painting
mobilevitv2_150 9.09G 9.79M 88.21% N/A confusion 3d , bangumi , comic , illustration

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More anime_classification license Visit here:

https://choosealicense.com/licenses/mit

anime_classification huggingface.co

anime_classification huggingface.co is an AI model on huggingface.co that provides anime_classification's model effect (), which can be used instantly with this deepghs anime_classification model. huggingface.co supports a free trial of the anime_classification model, and also provides paid use of the anime_classification. Support call anime_classification model through api, including Node.js, Python, http.

anime_classification huggingface.co Url

https://huggingface.co/deepghs/anime_classification

deepghs anime_classification online free

anime_classification huggingface.co is an online trial and call api platform, which integrates anime_classification's modeling effects, including api services, and provides a free online trial of anime_classification, you can try anime_classification online for free by clicking the link below.

deepghs anime_classification online free url in huggingface.co:

https://huggingface.co/deepghs/anime_classification

anime_classification install

anime_classification is an open source model from GitHub that offers a free installation service, and any user can find anime_classification on GitHub to install. At the same time, huggingface.co provides the effect of anime_classification install, users can directly use anime_classification installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

anime_classification install url in huggingface.co:

https://huggingface.co/deepghs/anime_classification

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