tom white

debugging custom models

5

TL;DR: custom training is great! is there a good config or way to debug quality of result on small-ish datasets? --- I've managed to train my own custom models using...

Seeds option

6

This is a more radical followup to #12. This adds an option where all seed images come from disk instead of being computed on the fly. The assumption is that...

regression

4

Thanks for sharing this code. Was curious if you had considered how to handle a regression task? I thought I might try a few ideas out, perhaps starting with a...

addded decode_predictions2() to utils.py

1

Added a version of decode_predictions specific to vggface2 that returns results in an identical format as the similarily named function in keras.applications.imagenet_utils Sample response: [('n001138', 'Bong_Joon-ho', 0.98794019), ('n009064', 'Yang_Yuanqing', 0.0016884505),...

sample: added --smiles and --save_json options

7

--smiles can be used to encode smiles strings that are not in the dataset. The dataset is still used to do the charset one-hot encoding correctly. --save_json was also added...

Property prediction

15

This codebase works well for me and I'm able to replicate the current results. Having worked a good bit with other latent spaces, I'm curious to find out what other...

dead zone near origin of latent space

10

In looking at manifolds in my own experiments, I have noticed a consistent "dead zone" near the origin of the latent space. Here is an example generated with `faces/train_uncond_dcgan.py` and...

mnist/load: update mnist source file names

1

Unless I'm missing something, I think there was a typo in the mnist file names. eg: they didn't match the names in [the Theano tutorial](https://github.com/Newmu/Theano-Tutorials/blob/49de4c52f45ab7b05cea3dbad039270f816be70c/load.py#L16-L28).

FWIW: seems like we could drop the cv2 dependency and let keras do the preprocessing. Similarly, there is a handy utility that will also decode the imagenet predictions. I tried...

extract: make output directory if it doesn't already exist

1

Another small tweak for your consideration.