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昇腾小AI

已验证模型

目前支持对包括但不限于表1表2中的模型进行模型训练后量化。

表1 已验证模型列表(Atlas 推理系列产品

模式

类型

名称

源码链接参考

Data-Free模式

图像分类

efficientnet_B0

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/EfficientNet-B1

googleNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/GoogleNet_for_Pytorch

ResNet18

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet18_for_PyTorch

ResNet34

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/ResNet34

ResNet50

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNet50 v1.5

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNet101

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet101_Pytorch_Infer

senet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/SENet

squeezeNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/Squeezenet1_1

ShuffleNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Shufflenetv2_for_Pytorch

目标检测

CenterNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/CenterNet

Retinanet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Retinanet

YoloV4

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Yolov4_for_Pytorch

YoloV5

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

YoloV5m

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

YoloV5s

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

Label-Free模式

图像分类

Densenet121

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Densenet121_Pytorch_Infer

efficientnet_B0

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/EfficientNet-B1

efficientnet_B2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/PyTorch/built-in/cv/classification/EfficientNet-B2_ID1714_for_PyTorch

efficientformer

https://github.com/snap-research/efficientformer

googleNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/PyTorch/built-in/cv/classification/Googlenet_ID0447_for_PyTorch

InceptionV3

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/InceptionV3_for_Pytorch

MobileNetV1

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNet-v1

MobileNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/MobileNetV2_for_Pytorch

MobileNetV3

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNetV3_large_100

ResNet18

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet18_for_PyTorch

ResNet34

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/ResNet34

ResNet50

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNet50 v1.5

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNeXt-50

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/ResNeXt50

ResNet101

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet101_Pytorch_Infer

senet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/SENet

squeezeNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/Squeezenet1_1

ShuffleNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Shufflenetv2_for_Pytorch

VGG16

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/VGG16

VGG19

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/VGG19

图像分割

Deeplabv3

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/segmentation/DeeplabV3

目标检测

CenterFace

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/CenterFace

CenterNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/CenterNet

fasterrcnn

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Faster_R-CNN_ResNet50

solov2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/segmentation/SOLOV2

SSD

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/SSD

SSDResNet34

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/SSD-Resnet34

Retinanet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Retinanet

YoloV3

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov3_for_PyTorch

YoloV4

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Yolov4_for_Pytorch

YoloV5

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

YoloV5m

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

YoloV5s

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

目标动向

Siamrpn

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/tracking/SiamRPN

自动问答

Bert-Base Squad

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/nlp/Bert_Base_Uncased_for_Pytorch

中文语义分类

Bert-Base Chinese

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/nlp/Bert_Base_Chinese_for_Pytorch

语义分割

PSPNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/segmentation/PSPNet

UNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/segmentation/UNet

动作识别

C3D

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/pose_estimation/PoseC3D

人体姿态检测

pose_hrnet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/pose_estimation/HRNet

表2 已验证模型列表(Atlas 200/500 A2推理产品

模式

类型

名称

源码链接参考

Data-Free模式

图像分类

googleNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/GoogleNet_for_Pytorch

MobileNetV1

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNet-v1

MobileNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/MobileNetV2_for_Pytorch

MobileNetV3

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNetV3_large_100

ResNet18

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet18_for_PyTorch

ResNet50

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNet101

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet101_Pytorch_Infer

squeezeNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/Squeezenet1_1

ShuffleNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Shufflenetv2_for_Pytorch

目标检测

Retinanet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Retinanet

YoloV3

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov3_for_PyTorch

YoloV4

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Yolov4_for_Pytorch

SSD

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/SSD

Label-Free模式

图像分类

efficientnet_B0

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/EfficientNet-B1

googleNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/GoogleNet_for_Pytorch

MobileNetV1

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNet-v1

MobileNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/MobileNetV2_for_Pytorch

MobileNetV3

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/MobileNetV3_large_100

ResNet18

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet18_for_PyTorch

ResNet50

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet50_Pytorch_Infer

ResNet101

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Resnet101_Pytorch_Infer

VGG16

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/VGG16

VGG19

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/VGG19

squeezeNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/classfication/Squeezenet1_1

ShuffleNetV2

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Shufflenetv2_for_Pytorch

目标检测

fasterrcnn

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Faster_R-CNN_ResNet50

Retinanet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/Retinanet

VGG16-SSD

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/VGG16_SSD_for_PyTorch

YoloV3

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov3_for_PyTorch

YoloV4

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/built-in/cv/Yolov4_for_Pytorch

YoloV5m

https://gitee.com/ascend/modelzoo-GPL/tree/master/built-in/ACL_Pytorch/Yolov5_for_Pytorch

SSD

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/detection/SSD

语义分割

UNet

https://gitee.com/ascend/ModelZoo-PyTorch/tree/master/ACL_PyTorch/contrib/cv/segmentation/UNet

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