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Have you tried changing RGBA to RGB before forwarding to the network

Have you tried changing RGBA to RGB before forwarding to the networknetwork.

Edited after reading the comments:

Can you try to isolate whether the problem is with your code or with the model by trying the code with

MobileNetSSD_deploy.caffemodel/prototxt

use a scale factor of 1/255 and a mean of 127.5 i.e Scalar(127.5, 127.5, 127.5)

You need to convert from RGBA to RGB