TensorFlow 허브 모델 - Amazon SageMaker

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TensorFlow 허브 모델

Image Classification - TensorFlow algorithm을 사용하여 학습을 전송하는 데 사용할 수 있는 사전 훈련된 모델은 다음과 같습니다.

다음 모델들은 제공된 데이터 세트의 크기, 모델 파라미터의 수, 훈련 시간, 추론 지연 시간이 서로 크게 다릅니다. 사용 사례에 가장 적합한 모델은 미세 조정 데이터 세트의 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 허브 링크

MobileNet V2 0.75 224

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

TensorFlow 허브 링크

MobileNet V2 0.50 224

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

TensorFlow 허브 링크

MobileNet V2 0.35 224

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

TensorFlow 허브 링크

MobileNet V2 1.40 224

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

TensorFlow 허브 링크

MobileNet V2 1.30 224

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

TensorFlow 허브 링크

MobileNet V2

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

TensorFlow 허브 링크

Inception V3

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

TensorFlow 허브 링크

Inception V2

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

TensorFlow 허브 링크

Inception V1

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

TensorFlow 허브 링크

Inception V3 Preview

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

TensorFlow 허브 링크

Inception ResNet V2

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

TensorFlow 허브 링크

ResNet V2 50

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

TensorFlow 허브 링크

ResNet V2 101

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

TensorFlow 허브 링크

ResNet V2 152

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

TensorFlow 허브 링크

ResNet V1 50

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

TensorFlow 허브 링크

ResNet V1 101

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

TensorFlow 허브 링크

ResNet V1 152

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

TensorFlow 허브 링크

ResNet 50

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

TensorFlow 허브 링크

EfficientNet B0

tensorflow-ic-efficientnet-b0-classification-1

TensorFlow 허브 링크

EfficientNet B1

tensorflow-ic-efficientnet-b1-classification-1

TensorFlow 허브 링크

EfficientNet B2

tensorflow-ic-efficientnet-b2-classification-1

TensorFlow 허브 링크

EfficientNet B3

tensorflow-ic-efficientnet-b3-classification-1

TensorFlow 허브 링크

EfficientNet B4

tensorflow-ic-efficientnet-b4-classification-1

TensorFlow 허브 링크

EfficientNet B5

tensorflow-ic-efficientnet-b5-classification-1

TensorFlow 허브 링크

EfficientNet B6

tensorflow-ic-efficientnet-b6-classification-1

TensorFlow 허브 링크

EfficientNet B7

tensorflow-ic-efficientnet-b7-classification-1

TensorFlow 허브 링크

EfficientNet B0 Lite

tensorflow-ic-efficientnet-lite0-classification-2

TensorFlow 허브 링크

EfficientNet B1 Lite

tensorflow-ic-efficientnet-lite1-classification-2

TensorFlow 허브 링크

EfficientNet B2 Lite

tensorflow-ic-efficientnet-lite2-classification-2

TensorFlow 허브 링크

EfficientNet B3 Lite

tensorflow-ic-efficientnet-lite3-classification-2

TensorFlow 허브 링크

EfficientNet B4 Lite

tensorflow-ic-efficientnet-lite4-classification-2

TensorFlow 허브 링크

MobileNet V1 1.00 224

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

TensorFlow 허브 링크

MobileNet V1 1.00 192

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

TensorFlow 허브 링크

MobileNet V1 1.00 160

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

TensorFlow 허브 링크

MobileNet V1 1.00 128

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

TensorFlow 허브 링크

MobileNet V1 0.75 224

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

TensorFlow 허브 링크

MobileNet V1 0.75 192

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

TensorFlow 허브 링크

MobileNet V1 0.75 160

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

TensorFlow 허브 링크

MobileNet V1 0.75 128

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

TensorFlow 허브 링크

MobileNet V1 0.50 224

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

TensorFlow 허브 링크

MobileNet V1 0.50 192

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

TensorFlow 허브 링크

MobileNet V1 1.00 160

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

TensorFlow 허브 링크

MobileNet V1 0.50 128

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

TensorFlow 허브 링크

MobileNet V1 0.25 224

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

TensorFlow 허브 링크

MobileNet V1 0.25 192

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

TensorFlow 허브 링크

MobileNet V1 0.25 160

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

TensorFlow 허브 링크

MobileNet V1 0.25 128

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

TensorFlow 허브 링크

BiT-S R50x1

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

TensorFlow 허브 링크

BiT-S R50x3

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

TensorFlow 허브 링크

BiT-S R101x1

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

TensorFlow 허브 링크

BiT-S R101x3

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

TensorFlow 허브 링크

BiT-M R50x1

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

TensorFlow 허브 링크

BiT-M R50x3

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

TensorFlow 허브 링크

BiT-M R101x1

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

TensorFlow 허브 링크

BiT-M R101x3

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

TensorFlow 허브 링크

BiT -M R50x1 ImageNet-21k

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

TensorFlow 허브 링크

BiT -M R50x3 ImageNet-21k

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

TensorFlow 허브 링크

BiT -M R101x1 ImageNet-21k

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

TensorFlow 허브 링크

BiT -M R101x3 ImageNet-21k

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

TensorFlow 허브 링크