tensorflow_models_checklist.md

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.