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antoine77340 avatar antoine77340 commented on September 18, 2024

Hi,
You are right sorry there was an error in my documentation. I am changing that.
So in the documentation I wrote:
Args:
reshaped_input: The input in reshaped in the following form:
'batch_size' x 'max_samples' x 'feature_size'.

But I meant:

   Args:
    reshaped_input: Your input of form:
    'batch_size' x 'max_samples' x 'feature_size'.
    must be reshaped in that form:
     'batch_size*max_samples' x 'feature_size' by performing:
     reshaped_input = tf.reshape(input, [-1, feature_size])

So if you instead do
x = tf.placeholder("float", [1,1000,2048]) # you can put any batch size and not only 1
x = tf.reshape(x, [-1,2048])
NetVLAD = lp.NetVLAD(feature_size=2048, max_samples=1000, cluster_size=64,
output_dim=2048, gating=True, add_batch_norm=True,
is_training=True)
NetVLAD.forward(x)

It should work.

Thank you for pointing this.

Antoine

from loupe.

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