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paintception / MINeRVA

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Classification #2

Closed mikekestemont closed 4 years ago

mikekestemont commented 5 years ago

Start with simple classification model: both for large and full, and for individual instruments and instrument categories.

paintception commented 5 years ago

Since Nikolay has issues in running the proper versions of TensorFlow I'm taking over the classification part, we will fine-tune the ECCV models on the instruments collection. Code is already ready, just have to extract the crops based on cytomine.

nikolay-banar commented 5 years ago

It seems that the script works with tensorflow_gpu-1.14.0. So, I will run experiments on Monday (hopefully)

paintception commented 5 years ago

That's supercool! Over here we have good results for the detection of instruments as well (check the overleaf paper for a pre-view) so if Mike helps with writing a nice story on why musical instruments are interesting we'll have the paper :-)

mikekestemont commented 5 years ago

Perfect. I've read quite a number of papers over the last days and will start writing tomorrow morning.

paintception commented 5 years ago

There is now a notebook for the saliency-maps visualization and filter-visualization in ./saliency_maps/

We can use it on the models which have been trained for the classification task on the images of the testing-set.

mikekestemont commented 5 years ago

Superb! I will check it out ASAP.