Skip to content

Latest commit

 

History

History
78 lines (61 loc) · 2.44 KB

tensorflow_models_checklist.md

File metadata and controls

78 lines (61 loc) · 2.44 KB
Raw

Model validation and performance analysis status for Intel® Optimizations for TensorFlow

Public models (Open Model Zoo)

Represented deep models are available in Open Model Zoo.

Image classification

Model Availability in OMZ (2023.03.04) Availability in the validation table
densenet-121-tf +- - (Error parsing message with type 'tensorflow.GraphDef')
efficientnet-b0 +- - ('NoneType' object is not iterable)
googlenet-v1-tf (inceptionv1) + -
googlenet-v2-tf (inceptionv2) + -
googlenet-v3 (inceptionv3) + -
googlenet-v4-tf (inceptionv4) + -
inception-resnet-v2-tf + +
mixnet-l + - ('NoneType' object is not iterable)
mobilenet-v1-1.0-224-tf + +
mobilenet-v2-1.0-224 + +
mobilenet-v2-1.4-224 + +
mobilenet-v3-small-1.0-224-tf +- - (Error parsing message with type 'tensorflow.GraphDef')
mobilenet-v3-large-1.0-224-tf +- - (Error parsing message with type 'tensorflow.GraphDef')
resnet-50-tf + +

Notes:

  1. Inference implementation for GoogleNet-models supported for batch size that equals 1.

  2. Inference of densenet-121-tf, efficientnet-b0, mobilenet-v3-*, mixnet-l fails.

  3. "+-" in the column of availability in OMZ (2023.03.04) means that model was converted by omz_converter from .ckpt or .h5 into .pb.

    omz_downloader --name <model_name>
# export is required for GoogleNet-models
export PYTHONPATH=`pwd`:`pwd`/public/<model_name>/models/research/slim
omz_converter --name <model_name>

Object detection

Model Availability in OMZ (2023.03.04) Availability in the validation table
ctpn + -
efficientdet-d0 + -
efficientdet-d1 + -
faster_rcnn_inception_resnet_v2_atrous_coco + -
faster_rcnn_resnet50_coco + -
retinanet + -
rfcn-resnet101-coco + -
ssd_mobilenet_v1_coco + -
ssd_mobilenet_v1_fpn_coco + -
ssdlite_mobilenet_v2 + -

Semantic segmentation

Model Availability in OMZ (2023.03.04) Availability in the validation table
deeplabv3 + -

Instance segmentation

Model Availability in OMZ (2023.03.04) Availability in the validation table
mask_rcnn_resnet50_atrous_coco + -
mask_rcnn_inception_resnet_v2_atrous_coco + -

Other models

There are deep models for solving non-classical computer vision tasks. The complete list is available here.