TensorFlow 中樞模型 - Amazon SageMaker

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TensorFlow 中樞模型

下列預先訓練的模型可用於搭配 Image Classification - TensorFlow algorithm 進行遷移學習。

對於所有特定的資料集,以下模型在大小、模型參數數量、訓練時間和推理延遲方面,存在顯著差異。最適合使用案例的模型取決於微調資料集的複雜度,以及您對訓練時間、推論延遲或模型準確性的任何需求。

模型名稱 model_id 來源

MobileNet V2 1.00 224

tensorflow-ic-imagenet-mobilenet-v2-100-224-classification-4

TensorFlow 中樞連結

MobileNet V2 0.75 224

tensorflow-ic-imagenet-mobilenet-v2-075-224-classification-4

TensorFlow 中樞連結

MobileNet V2 0.50 224

tensorflow-ic-imagenet-mobilenet-v2-050-224-classification-4

TensorFlow 中樞連結

MobileNet V2 0.35 224

tensorflow-ic-imagenet-mobilenet-v2-035-224-classification-4

TensorFlow 中樞連結

MobileNet V2 1.40 224

tensorflow-ic-imagenet-mobilenet-v2-140-224-classification-4

TensorFlow 中樞連結

MobileNet V2 1.30 224

tensorflow-ic-imagenet-mobilenet-v2-130-224-classification-4

TensorFlow 中樞連結

MobileNet V2

tensorflow-ic-tf2-preview-mobilenet-v2-classification-4

TensorFlow 中樞連結

Inception V3

tensorflow-ic-imagenet-inception-v3-classification-4

TensorFlow 中樞連結

Inception V2

tensorflow-ic-imagenet-inception-v2-classification-4

TensorFlow 中樞連結

Inception V1

tensorflow-ic-imagenet-inception-v1-classification-4

TensorFlow 中樞連結

Inception V3 預覽

tensorflow-ic-tf2-preview-inception-v3-classification-4

TensorFlow 中樞連結

Inception ResNet V2

tensorflow-ic-imagenet-inception-resnet-v2-classification-4

TensorFlow 中樞連結

ResNet V2 50

tensorflow-ic-imagenet-resnet-v2-50-classification-4

TensorFlow 中樞連結

ResNet V2 101

tensorflow-ic-imagenet-resnet-v2-101-classification-4

TensorFlow 中樞連結

ResNet V2 152

tensorflow-ic-imagenet-resnet-v2-152-classification-4

TensorFlow 中樞連結

ResNet V1 50

tensorflow-ic-imagenet-resnet-v1-50-classification-4

TensorFlow 中樞連結

ResNet V1 101

tensorflow-ic-imagenet-resnet-v1-101-classification-4

TensorFlow 中樞連結

ResNet V1 152

tensorflow-ic-imagenet-resnet-v1-152-classification-4

TensorFlow 中樞連結

ResNet 50

tensorflow-ic-imagenet-resnet-50-classification-4

TensorFlow 中樞連結

EfficientNet B0

tensorflow-ic-efficientnet-b0-classification-1

TensorFlow 中樞連結

EfficientNet B1

tensorflow-ic-efficientnet-b1-classification-1

TensorFlow 中樞連結

EfficientNet B2

tensorflow-ic-efficientnet-b2-classification-1

TensorFlow 中樞連結

EfficientNet B3

tensorflow-ic-efficientnet-b3-classification-1

TensorFlow 中樞連結

EfficientNet B4

tensorflow-ic-efficientnet-b4-classification-1

TensorFlow 中樞連結

EfficientNet B5

tensorflow-ic-efficientnet-b5-classification-1

TensorFlow 中樞連結

EfficientNet B6

tensorflow-ic-efficientnet-b6-classification-1

TensorFlow 中樞連結

EfficientNet B7

tensorflow-ic-efficientnet-b7-classification-1

TensorFlow 中樞連結

EfficientNet B0 Lite

tensorflow-ic-efficientnet-lite0-classification-2

TensorFlow 中樞連結

EfficientNet B1 Lite

tensorflow-ic-efficientnet-lite1-classification-2

TensorFlow 中樞連結

EfficientNet B2 Lite

tensorflow-ic-efficientnet-lite2-classification-2

TensorFlow 中樞連結

EfficientNet B3 Lite

tensorflow-ic-efficientnet-lite3-classification-2

TensorFlow 中樞連結

EfficientNet B4 Lite

tensorflow-ic-efficientnet-lite4-classification-2

TensorFlow 中樞連結

MobileNet V1 1.00 224

tensorflow-ic-imagenet-mobilenet-v1-100-224-classification-4

TensorFlow 中樞連結

MobileNet V1 1.00 192

tensorflow-ic-imagenet-mobilenet-v1-100-192-classification-4

TensorFlow 中樞連結

MobileNet V1 1.00 160

tensorflow-ic-imagenet-mobilenet-v1-100-160-classification-4

TensorFlow 中樞連結

MobileNet V1 1.00 128

tensorflow-ic-imagenet-mobilenet-v1-100-128-classification-4

TensorFlow 中樞連結

MobileNet V1 0.75 224

tensorflow-ic-imagenet-mobilenet-v1-075-224-classification-4

TensorFlow 中樞連結

MobileNet V1 0.75 192

tensorflow-ic-imagenet-mobilenet-v1-075-192-classification-4

TensorFlow 中樞連結

MobileNet V1 0.75 160

tensorflow-ic-imagenet-mobilenet-v1-075-160-classification-4

TensorFlow 中樞連結

MobileNet V1 0.75 128

tensorflow-ic-imagenet-mobilenet-v1-075-128-classification-4

TensorFlow 中樞連結

MobileNet V1 0.50 224

tensorflow-ic-imagenet-mobilenet-v1-050-224-classification-4

TensorFlow 中樞連結

MobileNet V1 0.50 192

tensorflow-ic-imagenet-mobilenet-v1-050-192-classification-4

TensorFlow 中樞連結

MobileNet V1 1.00 160

tensorflow-ic-imagenet-mobilenet-v1-050-160-classification-4

TensorFlow 中樞連結

MobileNet V1 0.50 128

tensorflow-ic-imagenet-mobilenet-v1-050-128-classification-4

TensorFlow 中樞連結

MobileNet V1 0.25 224

tensorflow-ic-imagenet-mobilenet-v1-025-224-classification-4

TensorFlow 中樞連結

MobileNet V1 0.25 192

tensorflow-ic-imagenet-mobilenet-v1-025-192-classification-4

TensorFlow 中樞連結

MobileNet V1 0.25 160

tensorflow-ic-imagenet-mobilenet-v1-025-160-classification-4

TensorFlow 中樞連結

MobileNet V1 0.25 128

tensorflow-ic-imagenet-mobilenet-v1-025-128-classification-4

TensorFlow 中樞連結

BiT-S R50x1

tensorflow-ic-bit-s-r50x1-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-S R50x3

tensorflow-ic-bit-s-r50x3-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-S R101x1

tensorflow-ic-bit-s-r101x1-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-S R101x3

tensorflow-ic-bit-s-r101x3-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-M R50x1

tensorflow-ic-bit-m-r50x1-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-M R50x3

tensorflow-ic-bit-m-r50x3-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-M R101x1

tensorflow-ic-bit-m-r101x1-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT-M R101x3

tensorflow-ic-bit-m-r101x3-ilsvrc2012-classification-1

TensorFlow 中樞連結

BiT -M R50x1 ImageNet-21k

tensorflow-ic-bit-m-r50x1-imagenet21k-classification-1

TensorFlow 中樞連結

BiT -M R50x3 ImageNet-21k

tensorflow-ic-bit-m-r50x3-imagenet21k-classification-1

TensorFlow 中樞連結

BiT -M R101x1 ImageNet-21k

tensorflow-ic-bit-m-r101x1-imagenet21k-classification-1

TensorFlow 中樞連結

BiT -M R101x3 ImageNet-21k

tensorflow-ic-bit-m-r101x3-imagenet21k-classification-1

TensorFlow 中樞連結