모델주 - 텐서플로우¶
RBLN SDK는 RBLN NPU로 동작시킬 수 있는 다양한 텐서플로우 레퍼런스 모델들을 포함하는 RBLN 텐서플로우 모델주를 제공합니다. RBLN SDK 업데이트와 함께 지원하는 레퍼런스 모델들도 꾸준히 확장되고 있습니다. RBLN 모델주는 GitHub repository를 통해 다운로드할 수 있습니다.
지원 모델¶
RBLN 텐서플로우 모델주에서 제공하는 텐서플로우 레퍼런스 모델들은 아래와 같습니다.
| Model | Dataset | Task |
|---|---|---|
| BERT-base | - BookCorpus & English Wikipedia - SQuAD v2 |
|
| BERT-large | - BookCorpus & English Wikipedia - SQuAD v2 |
|
| DeepLabV3+_ResNet50 | ILSVRC2012 | Semantic Segmentation |
| Unet-DenseNet201 | NYU Depth Dataset V2 | Monocular Depth Estimation |
| ConvNeXtTiny | ILSVRC2012 | Image Classification |
| ConvNeXtSmall | ILSVRC2012 | Image Classification |
| ConvNeXtBase | ILSVRC2012 | Image Classification |
| ConvNeXtLarge | ILSVRC2012 | Image Classification |
| ConvNextXLarge | ILSVRC2012 | Image Classification |
| EfficientNetB0 | ILSVRC2012 | Image Classification |
| EfficientNetB1 | ILSVRC2012 | Image Classification |
| EfficientNetB2 | ILSVRC2012 | Image Classification |
| EfficientNetB3 | ILSVRC2012 | Image Classification |
| EfficientNetB4 | ILSVRC2012 | Image Classification |
| EfficientNetB5 | ILSVRC2012 | Image Classification |
| EfficientNetB6 | ILSVRC2012 | Image Classification |
| EfficientNetB7 | ILSVRC2012 | Image Classification |
| EfficientNetV2B0 | ILSVRC2012 | Image Classification |
| EfficientNetV2B1 | ILSVRC2012 | Image Classification |
| EfficientNetV2B2 | ILSVRC2012 | Image Classification |
| EfficientNetV2B3 | ILSVRC2012 | Image Classification |
| EfficientNet_V2_S | ILSVRC2012 | Image Classification |
| EfficientNet_V2_M | ILSVRC2012 | Image Classification |
| EfficientNet_V2_L | ILSVRC2012 | Image Classification |
| NasNetLarge | ILSVRC2012 | Image Classification |
| NasNetMobile | ILSVRC2012 | Image Classification |
| MobileNet | ILSVRC2012 | Image Classification |
| MobileNet_V2 | ILSVRC2012 | Image Classification |
| MobileNet_V3_Small | ILSVRC2012 | Image Classification |
| MobileNet_V3_Large | ILSVRC2012 | Image Classification |
| ResNet50 | ILSVRC2012 | Image Classification |
| ResNet101 | ILSVRC2012 | Image Classification |
| ResNet152 | ILSVRC2012 | Image Classification |
| ResNet50V2 | ILSVRC2012 | Image Classification |
| ResNet101V2 | ILSVRC2012 | Image Classification |
| ResNet152V2 | ILSVRC2012 | Image Classification |
| VGG16 | ILSVRC2012 | Image Classification |
| VGG19 | ILSVRC2012 | Image Classification |
| DenseNet121 | ILSVRC2012 | Image Classification |
| DenseNet169 | ILSVRC2012 | Image Classification |
| DenseNet201 | ILSVRC2012 | Image Classification |
| RegNet_X_200MF | ILSVRC2012 | Image Classification |
| RegNet_X_400MF | ILSVRC2012 | Image Classification |
| RegNet_X_600MF | ILSVRC2012 | Image Classification |
| RegNet_X_800MF | ILSVRC2012 | Image Classification |
| RegNet_X_1_6GF | ILSVRC2012 | Image Classification |
| RegNet_X_3_2GF | ILSVRC2012 | Image Classification |
| RegNet_X_4GF | ILSVRC2012 | Image Classification |
| RegNet_X_6_4GF | ILSVRC2012 | Image Classification |
| RegNet_X_8GF | ILSVRC2012 | Image Classification |
| RegNet_X_12GF | ILSVRC2012 | Image Classification |
| RegNet_X_16GF | ILSVRC2012 | Image Classification |
| RegNet_X_32GF | ILSVRC2012 | Image Classification |
| RegNet_Y_200MF | ILSVRC2012 | Image Classification |
| RegNet_Y_400MF | ILSVRC2012 | Image Classification |
| RegNet_Y_600MF | ILSVRC2012 | Image Classification |
| RegNet_Y_800MF | ILSVRC2012 | Image Classification |
| RegNet_Y_1_6GF | ILSVRC2012 | Image Classification |
| RegNet_Y_3_2GF | ILSVRC2012 | Image Classification |
| RegNet_Y_4GF | ILSVRC2012 | Image Classification |
| RegNet_Y_6_4GF | ILSVRC2012 | Image Classification |
| RegNet_Y_8GF | ILSVRC2012 | Image Classification |
| RegNet_Y_12GF | ILSVRC2012 | Image Classification |
| RegNet_Y_16GF | ILSVRC2012 | Image Classification |
| RegNet_Y_32GF | ILSVRC2012 | Image Classification |
| Inception_V3 | ILSVRC2012 | Image Classification |
| InceptionResNetV2 | ILSVRC2012 | Image Classification |
| Xception | ILSVRC2012 | Image Classification |
| ResNetRS50 | ILSVRC2012 | Image Classification |
| ResNetRS101 | ILSVRC2012 | Image Classification |
| ResNetRS152 | ILSVRC2012 | Image Classification |
| ResNetRS200 | ILSVRC2012 | Image Classification |
| ResNetRS270 | ILSVRC2012 | Image Classification |
| ResNetRS350 | ILSVRC2012 | Image Classification |
| ResNetRS420 | ILSVRC2012 | Image Classification |