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opencv_models_checklist.md

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Model validation and performance analysis status for OpenCV DNN

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 (Python API, IE backend) Availability in the validation table (Python API, DNN backend) Availability in the validation table (C++ API, IE backend) Availability in the validation table (C++ API, DNN backend)
alexnet + + + - -
caffenet + + + - -
convnext-tiny + + - - -
densenet-121 + + + - -
densenet-121-tf + + - - -
dla-34 + + - - -
efficientnet-b0-pytorch + + + - -
efficientnet-v2-b0 + + + - -
efficientnet-v2-s + + + - -
googlenet-v1 + + + - -
googlenet-v1-tf + + + - -
googlenet-v2 + + + - -
googlenet-v2-tf + + + - -
googlenet-v3 + + + - -
googlenet-v4-tf + + + - -
hbonet-0.25 + + + - -
hbonet-1.0 + + + - -
inception-resnet-v2-tf + + + - -
mobilenet-v1-0.25-128 + + + - -
mobilenet-v1-1.0-224 + + + - -
mobilenet-v1-1.0-224-tf + + + - -
mobilenet-v2 + + + - -
mobilenet-v2-1.0-224 + + + - -
mobilenet-v2-1.4-224 + + + - -
mobilenet-v3-large-1.0-224-tf + + - - -
mobilenet-v3-small-1.0-224-tf + + - - -
nfnet-f0 + + - - -
regnetx-3.2gf + + + - -
repvgg-a0 + + + - -
repvgg-b1 + + + - -
repvgg-b3 + + + - -
resnet-50-tf + + + - -
se-inception + + + - -
se-resnet-50 + + - - -
se-resnext-50 + + - - -
shufflenet-v2-x0.5 + + + - -
shufflenet-v2-x1.0 + + + - -
squeezenet1.0 + + + - -
squeezenet1.1 + + + - -
t2t-vit-14 + + - - -
vgg16 + + + - -
vgg19 + + + - -