FlowNet | Modified Version of FlowNet | Continuous Deployment library
kandi X-RAY | FlowNet Summary
kandi X-RAY | FlowNet Summary
Modified Version of FlowNet, specifically for adversed environment optical flow
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QUESTION
I am executing the head2head model presented in the Github repo here. When I am running the code using the following command:
...ANSWER
Answered 2021-Mar-05 at 12:17Data management:
You can try reducing the dataset used for training to check if is a hardware limitation. Moreover, if it is an image dataset, you can reduce the dimensions of the images by reducing the dpi.
Model parameters management:
Another approach is to reduce the number of parameters of your model. The first suggestion would be to change the Dense layer size and then the other neural network hyperparameters.
QUESTION
I wonder if Caffe can take optical flow image as input, instead of RGB. I am aware that there is such library like FlowNet that learns optical flow, but that is not what I am aiming at.
Please provide me a pointer if any.
...ANSWER
Answered 2017-Sep-23 at 05:55Caffe is a very flexible framework. It can process almost any shape of input data you might provide it with.
A very common way to input images to caffe is via lmdb
/leveldb
datasets created using convert_imageset
tool.
For more complex input shapes one can use binary hdf5
files to be read using "HDF5Data"
layer.
As for optical flow, you can input it as an image via lmdb
or as a two-channel tensor via hdf5
. Caffe can handle either way, it's up to you to make sure the net knows how to make sense of the input data.
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