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说明文档

该模型用于预测动漫图片的类型,包含以下五个类别:

  • 3D:3D渲染的图像,包括Mikumikudance、Koikatsu等。
  • Bangumi:动漫视频截图。
  • Comic:包含大量文字或分镜序列的漫画图像。
  • Illustration:通用动漫插画。
  • Not Painting:(仅在新模型中可用)任何不能称为画作的内容,如画师宣传帖、游戏截图、聊天记录等。
名称 FLOPS 参数量 准确率 AUC 混淆矩阵 标签
mobilenetv3_v1.5_dist 0.63G 4.18M 94.56% 0.9946 confusion 3d, bangumi, comic, illustration, not_painting
caformer_s36_v1.5_focal 22.10G 37.22M 95.06% 0.9957 confusion 3d, bangumi, comic, illustration, not_painting
caformer_s36_v1.4_focal_fixed 22.10G 37.22M 96.21% 0.9971 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
mobilenetv3_v1.4_dist 0.63G 4.18M 94.77% 0.9950 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
mobilenetv3_v1.3_dist 0.63G 4.18M 96.41% 0.9973 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
mobilenetv3_v1.2_dist 0.63G 4.18M 96.53% 0.9972 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_v1.1_focal 22.10G 37.22M 95.99% 0.9967 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
caformer_s36_v1 22.10G 37.22M 94.72% 0.9934 confusion 3d, bangumi, comic, illustration, not_painting
mobilenetv3_dist 0.63G 4.18M 91.98% 0.9879 confusion 3d, bangumi, comic, illustration
mobilenetv3_sce_dist 0.63G 4.18M 92.35% 0.9854 confusion 3d, bangumi, comic, illustration
caformer_s36_plus 22.10G 37.22M 93.47% 0.9891 confusion 3d, bangumi, comic, illustration
mobilenetv3 0.63G 4.18M 88.96% N/A confusion 3d, bangumi, comic, illustration
mobilevitv2_150 9.09G 9.79M 88.21% N/A confusion 3d, bangumi, comic, illustration
mobilenetv3_sce 0.63G 4.18M 89.92% 0.9786 confusion 3d, bangumi, comic, illustration
caformer_s36 22.10G 37.22M 88.19% N/A confusion 3d, bangumi, comic, illustration
模型 FLOPs 准确率 混淆矩阵 描述
caformer_s36 22.10G 88.19% Confusion Matrix 模型:来自timm的caformer_s36
caformer_s36_plus 22.10G 93.47% Confusion Matrix 模型:来自timm的caformer_s36.sail_in22k_ft_in1k_384预训练模型
mobilenetv3 0.63G 88.96% Confusion Matrix 模型:来自timm的mobilenetv3_large_100
mobilenetv3_dist 0.63G 91.98% Confusion Matrix 从caformer_s36_plus蒸馏,使用mobilenetv3_large_100配合focal loss
mobilenetv3_sce 0.63G 89.92% Confusion Matrix 模型:来自timm的mobilenetv3_large_100,使用SCELoss作为损失函数
mobilenetv3_sce_dist 0.63G 92.35% Confusion Matrix 从caformer_s36_plus蒸馏,使用mobilenetv3_large_100配合SCELoss
mobilevitv2_150 9.09G 88.21% Confusion Matrix 模型:来自timm的mobilevitv2_150

deepghs/anime_classification

作者 deepghs

image-classification
↓ 0 ♥ 16

创建时间: 2023-06-02 14:22:56+00:00

更新时间: 2024-10-31 10:12:27+00:00

在 Hugging Face 上查看

文件 (267)

.gitattributes
README.md
caformer_s36/meta.json
caformer_s36/metrics.json
caformer_s36/model.ckpt
caformer_s36/model.onnx ONNX
caformer_s36/plot_confusion.png
caformer_s36/plot_f1_curve.png
caformer_s36/plot_p_curve.png
caformer_s36/plot_pr_curve.png
caformer_s36/plot_r_curve.png
caformer_s36_plus/meta.json
caformer_s36_plus/metrics.json
caformer_s36_plus/model.ckpt
caformer_s36_plus/model.onnx ONNX
caformer_s36_plus/plot_confusion.png
caformer_s36_plus/plot_f1_curve.png
caformer_s36_plus/plot_p_curve.png
caformer_s36_plus/plot_pr_curve.png
caformer_s36_plus/plot_r_curve.png
caformer_s36_plus/plot_roc_curve.png
caformer_s36_v1.1_focal/meta.json
caformer_s36_v1.1_focal/metrics.json
caformer_s36_v1.1_focal/model.ckpt
caformer_s36_v1.1_focal/model.onnx ONNX
caformer_s36_v1.1_focal/plot_confusion.png
caformer_s36_v1.1_focal/plot_f1_curve.png
caformer_s36_v1.1_focal/plot_p_curve.png
caformer_s36_v1.1_focal/plot_pr_curve.png
caformer_s36_v1.1_focal/plot_r_curve.png
caformer_s36_v1.1_focal/plot_roc_curve.png
caformer_s36_v1.1_focal/plot_sample_3d.png
caformer_s36_v1.1_focal/plot_sample_bangumi.png
caformer_s36_v1.1_focal/plot_sample_comic.png
caformer_s36_v1.1_focal/plot_sample_illustration.png
caformer_s36_v1.1_focal/plot_sample_not_painting.png
caformer_s36_v1.2_focal/meta.json
caformer_s36_v1.2_focal/metrics.json
caformer_s36_v1.2_focal/model.ckpt
caformer_s36_v1.2_focal/model.onnx ONNX
caformer_s36_v1.2_focal/plot_confusion.png
caformer_s36_v1.2_focal/plot_f1_curve.png
caformer_s36_v1.2_focal/plot_p_curve.png
caformer_s36_v1.2_focal/plot_pr_curve.png
caformer_s36_v1.2_focal/plot_r_curve.png
caformer_s36_v1.2_focal/plot_roc_curve.png
caformer_s36_v1.2_focal/plot_sample_3d.png
caformer_s36_v1.2_focal/plot_sample_bangumi.png
caformer_s36_v1.2_focal/plot_sample_comic.png
caformer_s36_v1.2_focal/plot_sample_illustration.png
caformer_s36_v1.2_focal/plot_sample_not_painting.png
caformer_s36_v1.3_focal/meta.json
caformer_s36_v1.3_focal/metrics.json
caformer_s36_v1.3_focal/model.ckpt
caformer_s36_v1.3_focal/model.onnx ONNX
caformer_s36_v1.3_focal/plot_confusion.png
caformer_s36_v1.3_focal/plot_f1_curve.png
caformer_s36_v1.3_focal/plot_p_curve.png
caformer_s36_v1.3_focal/plot_pr_curve.png
caformer_s36_v1.3_focal/plot_r_curve.png
caformer_s36_v1.3_focal/plot_roc_curve.png
caformer_s36_v1.3_focal/plot_sample_3d.png
caformer_s36_v1.3_focal/plot_sample_bangumi.png
caformer_s36_v1.3_focal/plot_sample_comic.png
caformer_s36_v1.3_focal/plot_sample_illustration.png
caformer_s36_v1.3_focal/plot_sample_not_painting.png
caformer_s36_v1.4_focal/meta.json
caformer_s36_v1.4_focal/metrics.json
caformer_s36_v1.4_focal/model.ckpt
caformer_s36_v1.4_focal/model.onnx ONNX
caformer_s36_v1.4_focal/plot_confusion.png
caformer_s36_v1.4_focal/plot_f1_curve.png
caformer_s36_v1.4_focal/plot_p_curve.png
caformer_s36_v1.4_focal/plot_pr_curve.png
caformer_s36_v1.4_focal/plot_r_curve.png
caformer_s36_v1.4_focal/plot_roc_curve.png
caformer_s36_v1.4_focal/plot_sample_3d.png
caformer_s36_v1.4_focal/plot_sample_bangumi.png
caformer_s36_v1.4_focal/plot_sample_comic.png
caformer_s36_v1.4_focal/plot_sample_illustration.png
caformer_s36_v1.4_focal/plot_sample_not_painting.png
caformer_s36_v1.4_focal_fixed/events.out.tfevents.1726903602.dd381fc62bdfa9ecca29a7a9c2e134137902c3050389946c1ab5ffd4.72369.0
caformer_s36_v1.4_focal_fixed/meta.json
caformer_s36_v1.4_focal_fixed/metrics.json
caformer_s36_v1.4_focal_fixed/model.ckpt
caformer_s36_v1.4_focal_fixed/model.onnx ONNX
caformer_s36_v1.4_focal_fixed/plot_confusion.png
caformer_s36_v1.4_focal_fixed/plot_f1_curve.png
caformer_s36_v1.4_focal_fixed/plot_p_curve.png
caformer_s36_v1.4_focal_fixed/plot_pr_curve.png
caformer_s36_v1.4_focal_fixed/plot_r_curve.png
caformer_s36_v1.4_focal_fixed/plot_roc_curve.png
caformer_s36_v1.4_focal_fixed/plot_sample_3d.png
caformer_s36_v1.4_focal_fixed/plot_sample_bangumi.png
caformer_s36_v1.4_focal_fixed/plot_sample_comic.png
caformer_s36_v1.4_focal_fixed/plot_sample_illustration.png
caformer_s36_v1.4_focal_fixed/plot_sample_not_painting.png
caformer_s36_v1.4_focal_fp32/meta.json
caformer_s36_v1.4_focal_fp32/metrics.json
caformer_s36_v1.4_focal_fp32/model.ckpt
caformer_s36_v1.4_focal_fp32/model.onnx ONNX
caformer_s36_v1.4_focal_fp32/plot_confusion.png
caformer_s36_v1.4_focal_fp32/plot_f1_curve.png
caformer_s36_v1.4_focal_fp32/plot_p_curve.png
caformer_s36_v1.4_focal_fp32/plot_pr_curve.png
caformer_s36_v1.4_focal_fp32/plot_r_curve.png
caformer_s36_v1.4_focal_fp32/plot_roc_curve.png
caformer_s36_v1.4_focal_fp32/plot_sample_3d.png
caformer_s36_v1.4_focal_fp32/plot_sample_bangumi.png
caformer_s36_v1.4_focal_fp32/plot_sample_comic.png
caformer_s36_v1.4_focal_fp32/plot_sample_illustration.png
caformer_s36_v1.4_focal_fp32/plot_sample_not_painting.png
caformer_s36_v1.5_focal/events.out.tfevents.1729842384.679b526be80a17292d66892be7b862bb00288f0918687366a7497fda.39332.0
caformer_s36_v1.5_focal/meta.json
caformer_s36_v1.5_focal/metrics.json
caformer_s36_v1.5_focal/model.ckpt
caformer_s36_v1.5_focal/model.onnx ONNX
caformer_s36_v1.5_focal/plot_confusion.png
caformer_s36_v1.5_focal/plot_f1_curve.png
caformer_s36_v1.5_focal/plot_p_curve.png
caformer_s36_v1.5_focal/plot_pr_curve.png
caformer_s36_v1.5_focal/plot_r_curve.png
caformer_s36_v1.5_focal/plot_roc_curve.png
caformer_s36_v1.5_focal/plot_sample_3d.png
caformer_s36_v1.5_focal/plot_sample_bangumi.png
caformer_s36_v1.5_focal/plot_sample_comic.png
caformer_s36_v1.5_focal/plot_sample_illustration.png
caformer_s36_v1.5_focal/plot_sample_not_painting.png
caformer_s36_v1/meta.json
caformer_s36_v1/metrics.json
caformer_s36_v1/model.ckpt
caformer_s36_v1/model.onnx ONNX
caformer_s36_v1/plot_confusion.png
caformer_s36_v1/plot_f1_curve.png
caformer_s36_v1/plot_p_curve.png
caformer_s36_v1/plot_pr_curve.png
caformer_s36_v1/plot_r_curve.png
caformer_s36_v1/plot_roc_curve.png
caformer_s36_v1/plot_sample_3d.png
caformer_s36_v1/plot_sample_bangumi.png
caformer_s36_v1/plot_sample_comic.png
caformer_s36_v1/plot_sample_illustration.png
caformer_s36_v1/plot_sample_not_painting.png
mobilenetv3/meta.json
mobilenetv3/metrics.json
mobilenetv3/model.ckpt
mobilenetv3/model.onnx ONNX
mobilenetv3/plot_confusion.png
mobilenetv3/plot_f1_curve.png
mobilenetv3/plot_p_curve.png
mobilenetv3/plot_pr_curve.png
mobilenetv3/plot_r_curve.png
mobilenetv3_dist/meta.json
mobilenetv3_dist/metrics.json
mobilenetv3_dist/model.ckpt
mobilenetv3_dist/model.onnx ONNX
mobilenetv3_dist/plot_confusion.png
mobilenetv3_dist/plot_f1_curve.png
mobilenetv3_dist/plot_p_curve.png
mobilenetv3_dist/plot_pr_curve.png
mobilenetv3_dist/plot_r_curve.png
mobilenetv3_dist/plot_roc_curve.png
mobilenetv3_sce/meta.json
mobilenetv3_sce/metrics.json
mobilenetv3_sce/model.ckpt
mobilenetv3_sce/model.onnx ONNX
mobilenetv3_sce/plot_confusion.png
mobilenetv3_sce/plot_f1_curve.png
mobilenetv3_sce/plot_p_curve.png
mobilenetv3_sce/plot_pr_curve.png
mobilenetv3_sce/plot_r_curve.png
mobilenetv3_sce/plot_roc_curve.png
mobilenetv3_sce_dist/meta.json
mobilenetv3_sce_dist/metrics.json
mobilenetv3_sce_dist/model.ckpt
mobilenetv3_sce_dist/model.onnx ONNX
mobilenetv3_sce_dist/plot_confusion.png
mobilenetv3_sce_dist/plot_f1_curve.png
mobilenetv3_sce_dist/plot_p_curve.png
mobilenetv3_sce_dist/plot_pr_curve.png
mobilenetv3_sce_dist/plot_r_curve.png
mobilenetv3_sce_dist/plot_roc_curve.png
mobilenetv3_v1.2_dist/meta.json
mobilenetv3_v1.2_dist/metrics.json
mobilenetv3_v1.2_dist/model.ckpt
mobilenetv3_v1.2_dist/model.onnx ONNX
mobilenetv3_v1.2_dist/plot_confusion.png
mobilenetv3_v1.2_dist/plot_f1_curve.png
mobilenetv3_v1.2_dist/plot_p_curve.png
mobilenetv3_v1.2_dist/plot_pr_curve.png
mobilenetv3_v1.2_dist/plot_r_curve.png
mobilenetv3_v1.2_dist/plot_roc_curve.png
mobilenetv3_v1.2_dist/plot_sample_3d.png
mobilenetv3_v1.2_dist/plot_sample_bangumi.png
mobilenetv3_v1.2_dist/plot_sample_comic.png
mobilenetv3_v1.2_dist/plot_sample_illustration.png
mobilenetv3_v1.2_dist/plot_sample_not_painting.png
mobilenetv3_v1.3_dist/meta.json
mobilenetv3_v1.3_dist/metrics.json
mobilenetv3_v1.3_dist/model.ckpt
mobilenetv3_v1.3_dist/model.onnx ONNX
mobilenetv3_v1.3_dist/plot_confusion.png
mobilenetv3_v1.3_dist/plot_f1_curve.png
mobilenetv3_v1.3_dist/plot_p_curve.png
mobilenetv3_v1.3_dist/plot_pr_curve.png
mobilenetv3_v1.3_dist/plot_r_curve.png
mobilenetv3_v1.3_dist/plot_roc_curve.png
mobilenetv3_v1.3_dist/plot_sample_3d.png
mobilenetv3_v1.3_dist/plot_sample_bangumi.png
mobilenetv3_v1.3_dist/plot_sample_comic.png
mobilenetv3_v1.3_dist/plot_sample_illustration.png
mobilenetv3_v1.3_dist/plot_sample_not_painting.png
mobilenetv3_v1.4_dist/meta.json
mobilenetv3_v1.4_dist/metrics.json
mobilenetv3_v1.4_dist/model.ckpt
mobilenetv3_v1.4_dist/model.onnx ONNX
mobilenetv3_v1.4_dist/plot_confusion.png
mobilenetv3_v1.4_dist/plot_f1_curve.png
mobilenetv3_v1.4_dist/plot_p_curve.png
mobilenetv3_v1.4_dist/plot_pr_curve.png
mobilenetv3_v1.4_dist/plot_r_curve.png
mobilenetv3_v1.4_dist/plot_roc_curve.png
mobilenetv3_v1.4_dist/plot_sample_3d.png
mobilenetv3_v1.4_dist/plot_sample_bangumi.png
mobilenetv3_v1.4_dist/plot_sample_comic.png
mobilenetv3_v1.4_dist/plot_sample_illustration.png
mobilenetv3_v1.4_dist/plot_sample_not_painting.png
mobilenetv3_v1.5_dist/events.out.tfevents.1730142360.679b526be80a17292d66892be7b862bb00288f0918687366a7497fda.2270384.0
mobilenetv3_v1.5_dist/meta.json
mobilenetv3_v1.5_dist/metrics.json
mobilenetv3_v1.5_dist/model.ckpt
mobilenetv3_v1.5_dist/model.onnx ONNX
mobilenetv3_v1.5_dist/plot_confusion.png
mobilenetv3_v1.5_dist/plot_f1_curve.png
mobilenetv3_v1.5_dist/plot_p_curve.png
mobilenetv3_v1.5_dist/plot_pr_curve.png
mobilenetv3_v1.5_dist/plot_r_curve.png
mobilenetv3_v1.5_dist/plot_roc_curve.png
mobilenetv3_v1.5_dist/plot_sample_3d.png
mobilenetv3_v1.5_dist/plot_sample_bangumi.png
mobilenetv3_v1.5_dist/plot_sample_comic.png
mobilenetv3_v1.5_dist/plot_sample_illustration.png
mobilenetv3_v1.5_dist/plot_sample_not_painting.png
mobilenetv3_v1_dist/meta.json
mobilenetv3_v1_dist/metrics.json
mobilenetv3_v1_dist/model.ckpt
mobilenetv3_v1_dist/model.onnx ONNX
mobilenetv3_v1_dist/plot_confusion.png
mobilenetv3_v1_dist/plot_f1_curve.png
mobilenetv3_v1_dist/plot_p_curve.png
mobilenetv3_v1_dist/plot_pr_curve.png
mobilenetv3_v1_dist/plot_r_curve.png
mobilenetv3_v1_dist/plot_roc_curve.png
mobilenetv3_v1_dist/plot_sample_3d.png
mobilenetv3_v1_dist/plot_sample_bangumi.png
mobilenetv3_v1_dist/plot_sample_comic.png
mobilenetv3_v1_dist/plot_sample_illustration.png
mobilenetv3_v1_dist/plot_sample_not_painting.png
mobilevitv2_150/meta.json
mobilevitv2_150/metrics.json
mobilevitv2_150/model.ckpt
mobilevitv2_150/model.onnx ONNX
mobilevitv2_150/plot_confusion.png
mobilevitv2_150/plot_f1_curve.png
mobilevitv2_150/plot_p_curve.png
mobilevitv2_150/plot_pr_curve.png
mobilevitv2_150/plot_r_curve.png