TensorFlow Hub 모델 - Amazon SageMaker AI

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TensorFlow Hub 모델

다음과 같은 사전 훈련된 모델을 이미지 분류 - TensorFlow 알고리즘과 함께 전이 학습에 사용할 수 있습니다.

다음 모델은 주어진 데이터세트의 크기, 모델 파라미터 수, 훈련 시간, 추론 지연 시간이 크게 다릅니다. 사용 사례에 가장 적합한 모델은 미세 조정 데이터세트의 복잡도와 훈련 시간, 추론 지연 시간 또는 모델 정확도 관련 요건에 따라 달라집니다.

모델 이름 model_id 소스

MobileNet V2 1.00 224

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

TensorFlow Hub 링크

MobileNet V2 0.75 224

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

TensorFlow Hub 링크

MobileNet V2 0.50 224

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

TensorFlow Hub 링크

MobileNet V2 0.35 224

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

TensorFlow Hub 링크

MobileNet V2 1.40 224

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

TensorFlow Hub 링크

MobileNet V2 1.30 224

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

TensorFlow Hub 링크

MobileNet V2

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

TensorFlow Hub 링크

Inception V3

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

TensorFlow Hub 링크

Inception V2

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

TensorFlow Hub 링크

Inception V1

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

TensorFlow Hub 링크

Inception V3 Preview

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

TensorFlow Hub 링크

Inception ResNet V2

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

TensorFlow Hub 링크

ResNet V2 50

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

TensorFlow Hub 링크

ResNet V2 101

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

TensorFlow Hub 링크

ResNet V2 152

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

TensorFlow Hub 링크

ResNet V1 50

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

TensorFlow Hub 링크

ResNet V1 101

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

TensorFlow Hub 링크

ResNet V1 152

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

TensorFlow Hub 링크

ResNet 50

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

TensorFlow Hub 링크

EfficientNet B0

tensorflow-ic-efficientnet-b0-classification-1

TensorFlow Hub 링크

EfficientNet B1

tensorflow-ic-efficientnet-b1-classification-1

TensorFlow Hub 링크

EfficientNet B2

tensorflow-ic-efficientnet-b2-classification-1

TensorFlow Hub 링크

EfficientNet B3

tensorflow-ic-efficientnet-b3-classification-1

TensorFlow Hub 링크

EfficientNet B4

tensorflow-ic-efficientnet-b4-classification-1

TensorFlow Hub 링크

EfficientNet B5

tensorflow-ic-efficientnet-b5-classification-1

TensorFlow Hub 링크

EfficientNet B6

tensorflow-ic-efficientnet-b6-classification-1

TensorFlow Hub 링크

EfficientNet B7

tensorflow-ic-efficientnet-b7-classification-1

TensorFlow Hub 링크

EfficientNet B0 Lite

tensorflow-ic-efficientnet-lite0-classification-2

TensorFlow Hub 링크

EfficientNet B1 Lite

tensorflow-ic-efficientnet-lite1-classification-2

TensorFlow Hub 링크

EfficientNet B2 Lite

tensorflow-ic-efficientnet-lite2-classification-2

TensorFlow Hub 링크

EfficientNet B3 Lite

tensorflow-ic-efficientnet-lite3-classification-2

TensorFlow Hub 링크

EfficientNet B4 Lite

tensorflow-ic-efficientnet-lite4-classification-2

TensorFlow Hub 링크

MobileNet V1 1.00 224

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

TensorFlow Hub 링크

MobileNet V1 1.00 192

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

TensorFlow Hub 링크

MobileNet V1 1.00 160

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

TensorFlow Hub 링크

MobileNet V1 1.00 128

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

TensorFlow Hub 링크

MobileNet V1 0.75 224

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

TensorFlow Hub 링크

MobileNet V1 0.75 192

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

TensorFlow Hub 링크

MobileNet V1 0.75 160

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

TensorFlow Hub 링크

MobileNet V1 0.75 128

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

TensorFlow Hub 링크

MobileNet V1 0.50 224

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

TensorFlow Hub 링크

MobileNet V1 0.50 192

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

TensorFlow Hub 링크

MobileNet V1 1.00 160

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

TensorFlow Hub 링크

MobileNet V1 0.50 128

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

TensorFlow Hub 링크

MobileNet V1 0.25 224

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

TensorFlow Hub 링크

MobileNet V1 0.25 192

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

TensorFlow Hub 링크

MobileNet V1 0.25 160

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

TensorFlow Hub 링크

MobileNet V1 0.25 128

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

TensorFlow Hub 링크

BiT-S R50x1

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

TensorFlow Hub 링크

BiT-S R50x3

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

TensorFlow Hub 링크

BiT-S R101x1

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

TensorFlow Hub 링크

BiT-S R101x3

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

TensorFlow Hub 링크

BiT-M R50x1

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

TensorFlow Hub 링크

BiT-M R50x3

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

TensorFlow Hub 링크

BiT-M R101x1

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

TensorFlow Hub 링크

BiT-M R101x3

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

TensorFlow Hub 링크

BiT-M R50x1 ImageNet-21k

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

TensorFlow Hub 링크

BiT-M R50x3 ImageNet-21k

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

TensorFlow Hub 링크

BiT-M R101x1 ImageNet-21k

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

TensorFlow Hub 링크

BiT-M R101x3 ImageNet-21k

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

TensorFlow Hub 링크