翻訳は機械翻訳により提供されています。提供された翻訳内容と英語版の間で齟齬、不一致または矛盾がある場合、英語版が優先します。 # TensorFlow Hub モデル 画像分類 - TensorFlow アルゴリズムによる転移学習には、次の事前トレーニング済みモデルが使用可能です。 次のモデルは、指定するデータセットにより、サイズ、モデルパラメータの数、トレーニング時間、および推定レイテンシーが大きく異なります。ユースケースに最適なモデルは、微調整するデータセットの複雑さや、トレーニング時間、推論レイテンシー、またはモデルの精度に関する要件によって異なります。 | モデル名 | `model_id` | ソース | | --- | --- | --- | | MobileNet V2 1.00 224 | `tensorflow-ic-imagenet-mobilenet-v2-100-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_100_224/classification/4) | | MobileNet V2 0.75 224 | `tensorflow-ic-imagenet-mobilenet-v2-075-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_075_224/classification/4) | | MobileNet V2 0.50 224 | `tensorflow-ic-imagenet-mobilenet-v2-050-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_050_224/classification/4) | | MobileNet V2 0.35 224 | `tensorflow-ic-imagenet-mobilenet-v2-035-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_035_224/classification/4) | | MobileNet V2 1.40 224 | `tensorflow-ic-imagenet-mobilenet-v2-140-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_140_224/classification/4) | | MobileNet V2 1.30 224 | `tensorflow-ic-imagenet-mobilenet-v2-130-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v2_130_224/classification/4) | | MobileNet V2 | `tensorflow-ic-tf2-preview-mobilenet-v2-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/tf2-preview/mobilenet_v2/classification/4) | | Inception V3 | `tensorflow-ic-imagenet-inception-v3-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/inception_v3/classification/4) | | Inception V2 | `tensorflow-ic-imagenet-inception-v2-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/inception_v2/classification/4) | | Inception V1 | `tensorflow-ic-imagenet-inception-v1-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/inception_v1/classification/4) | | Inception V3 Preview | `tensorflow-ic-tf2-preview-inception-v3-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/tf2-preview/inception_v3/classification/4) | | Inception ResNet V2 | `tensorflow-ic-imagenet-inception-resnet-v2-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/inception_resnet_v2/classification/4) | | ResNet V2 50 | `tensorflow-ic-imagenet-resnet-v2-50-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v2_50/classification/4) | | ResNet V2 101 | `tensorflow-ic-imagenet-resnet-v2-101-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v2_101/classification/4) | | ResNet V2 152 | `tensorflow-ic-imagenet-resnet-v2-152-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v2_152/classification/4) | | ResNet V1 50 | `tensorflow-ic-imagenet-resnet-v1-50-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v1_50/classification/4) | | ResNet V1 101 | `tensorflow-ic-imagenet-resnet-v1-101-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v1_101/classification/4) | | ResNet V1 152 | `tensorflow-ic-imagenet-resnet-v1-152-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_v1_152/classification/4) | | ResNet 50 | `tensorflow-ic-imagenet-resnet-50-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/resnet_50/classification/1) | | EfficientNet B0 | `tensorflow-ic-efficientnet-b0-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b0/classification/1) | | EfficientNet B1 | `tensorflow-ic-efficientnet-b1-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b1/classification/1) | | EfficientNet B2 | `tensorflow-ic-efficientnet-b2-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b2/classification/1) | | EfficientNet B3 | `tensorflow-ic-efficientnet-b3-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b3/classification/1) | | EfficientNet B4 | `tensorflow-ic-efficientnet-b4-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b4/classification/1) | | EfficientNet B5 | `tensorflow-ic-efficientnet-b5-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b5/classification/1) | | EfficientNet B6 | `tensorflow-ic-efficientnet-b6-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b6/classification/1) | | EfficientNet B7 | `tensorflow-ic-efficientnet-b7-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/efficientnet/b7/classification/1) | | EfficientNet B0 Lite | `tensorflow-ic-efficientnet-lite0-classification-2` | [TensorFlow Hub リンク](https://tfhub.dev/tensorflow/efficientnet/lite0/classification/2) | | EfficientNet B1 Lite | `tensorflow-ic-efficientnet-lite1-classification-2` | [TensorFlow Hub リンク](https://tfhub.dev/tensorflow/efficientnet/lite1/classification/2) | | EfficientNet B2 Lite | `tensorflow-ic-efficientnet-lite2-classification-2` | [TensorFlow Hub リンク](https://tfhub.dev/tensorflow/efficientnet/lite2/classification/2) | | EfficientNet B3 Lite | `tensorflow-ic-efficientnet-lite3-classification-2` | [TensorFlow Hub リンク](https://tfhub.dev/tensorflow/efficientnet/lite3/classification/2) | | EfficientNet B4 Lite | `tensorflow-ic-efficientnet-lite4-classification-2` | [TensorFlow Hub リンク](https://tfhub.dev/tensorflow/efficientnet/lite4/classification/2) | | MobileNet V1 1.00 224 | `tensorflow-ic-imagenet-mobilenet-v1-100-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_100_224/classification/4) | | MobileNet V1 1.00 192 | `tensorflow-ic-imagenet-mobilenet-v1-100-192-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_100_192/classification/4) | | MobileNet V1 1.00 160 | `tensorflow-ic-imagenet-mobilenet-v1-100-160-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_100_160/classification/4) | | MobileNet V1 1.00 128 | `tensorflow-ic-imagenet-mobilenet-v1-100-128-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_100_128/classification/4) | | MobileNet V1 0.75 224 | `tensorflow-ic-imagenet-mobilenet-v1-075-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_075_224/classification/4) | | MobileNet V1 0.75 192 | `tensorflow-ic-imagenet-mobilenet-v1-075-192-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_075_192/classification/4) | | MobileNet V1 0.75 160 | `tensorflow-ic-imagenet-mobilenet-v1-075-160-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_075_160/classification/4) | | MobileNet V1 0.75 128 | `tensorflow-ic-imagenet-mobilenet-v1-075-128-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_075_128/classification/4) | | MobileNet V1 0.50 224 | `tensorflow-ic-imagenet-mobilenet-v1-050-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_050_224/classification/4) | | MobileNet V1 0.50 192 | `tensorflow-ic-imagenet-mobilenet-v1-050-192-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_050_192/classification/4) | | MobileNet V1 1.00 160 | `tensorflow-ic-imagenet-mobilenet-v1-050-160-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_050_160/classification/4) | | MobileNet V1 0.50 128 | `tensorflow-ic-imagenet-mobilenet-v1-050-128-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_050_128/classification/4) | | MobileNet V1 0.25 224 | `tensorflow-ic-imagenet-mobilenet-v1-025-224-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_025_224/classification/4) | | MobileNet V1 0.25 192 | `tensorflow-ic-imagenet-mobilenet-v1-025-192-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_025_192/classification/4) | | MobileNet V1 0.25 160 | `tensorflow-ic-imagenet-mobilenet-v1-025-160-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_025_160/classification/4) | | MobileNet V1 0.25 128 | `tensorflow-ic-imagenet-mobilenet-v1-025-128-classification-4` | [TensorFlow Hub リンク](https://tfhub.dev/google/imagenet/mobilenet_v1_025_128/classification/4) | | BiT-S R50x1 | `tensorflow-ic-bit-s-r50x1-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/s-r50x1/ilsvrc2012_classification/1) | | BiT-S R50x3 | `tensorflow-ic-bit-s-r50x3-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/s-r50x3/ilsvrc2012_classification/1) | | BiT-S R101x1 | `tensorflow-ic-bit-s-r101x1-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/s-r101x1/ilsvrc2012_classification/1) | | BiT-S R101x3 | `tensorflow-ic-bit-s-r101x3-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/s-r101x3/ilsvrc2012_classification/1) | | BiT-M R50x1 | `tensorflow-ic-bit-m-r50x1-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r50x1/ilsvrc2012_classification/1) | | BiT-M R50x3 | `tensorflow-ic-bit-m-r50x3-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r50x3/ilsvrc2012_classification/1) | | BiT-M R101x1 | `tensorflow-ic-bit-m-r101x1-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r101x1/ilsvrc2012_classification/1) | | BiT-M R101x3 | `tensorflow-ic-bit-m-r101x3-ilsvrc2012-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r101x3/ilsvrc2012_classification/1) | | BiT-M R50x1 ImageNet-21k | `tensorflow-ic-bit-m-r50x1-imagenet21k-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r50x1/imagenet21k_classification/1) | | BiT-M R50x3 ImageNet-21k | `tensorflow-ic-bit-m-r50x3-imagenet21k-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r50x3/imagenet21k_classification/1) | | BiT-M R101x1 ImageNet-21k | `tensorflow-ic-bit-m-r101x1-imagenet21k-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r101x1/imagenet21k_classification/1) | | BiT-M R101x3 ImageNet-21k | `tensorflow-ic-bit-m-r101x3-imagenet21k-classification-1` | [TensorFlow Hub リンク](https://tfhub.dev/google/bit/m-r101x3/imagenet21k_classification/1) |