Skip to content

text-recognition-0012: Input preprocessing from BGR to grayscale #451

@chixyuan

Description

@chixyuan

Hi, I'm trying to use text-recognition-0012 but there is no model proc sample for that model. How can I transform the BGR input into 1-channel input to accommodate with the model requirement?
https://github.com/openvinotoolkit/open_model_zoo/blob/master/models/intel/text-recognition-0012/README.md

current model_proc:
{
"json_schema_version": "2.0.0",
"input_preproc": [
{
"layer_name": "Placeholder",
"format": "image",
"resize": {
"width": 120,
"height": 32
},
"params": {
"color_space": "GRAYSCALE",
"range": [0.0, 1.0],
"mean": [0.485],
"std": [0.229]
}
}
],
"output_postproc": [
{
"layer_name": "shadow/LSTMLayers/transpose_time_major",
"format": "text",
"converter": "label",
"method": "index",
"params": {
"alphabet": "0123456789abcdefghijklmnopqrstuvwxyz#"
}
}
]
}

gst-launch-1.0 filesrc location=my_video.mp4 ! decodebin ! gvaclassify model=text-recognition-0012.xml model_proc=my_proc_file.json ...

Error:
base_inference plugin initialization failed (3): /home/dlstreamer/dlstreamer/src/monolithic/gst/inference_elements/base/inference_singleton.cpp(181): acquire_inference_instance (): /GstPipeline:pipeline14/GstGvaClassify:gvaclassify4:\n\nFailed to construct OpenVINOImageInference\n\tCheck 'node_shape[channels_index].is_dynamic() || node_shape[channels_index] == values_size' failed at src/core/src/preprocess/preprocess_steps_impl.cpp:28:\nNumber of channels and mean/values size mismatch: Channels = 1, mean/scale = 3, shape = [1,1,32,120], layout = [N,C,H,W]\n", "module": "gstreamer_pipeline"}

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions