6 Commits

Author	SHA1	Message	Date
James Betker	e37726f302	Add feature_model for training custom feature nets	2020-07-31 11:20:39 -06:00
James Betker	41c1efbf56	Add dynamic video processing script	2020-05-27 17:09:11 -06:00
James Betker	5bcf187fb6	Disable LMDB support ... It doesn't play nice with multiple dataroots and I don't really see any need to continue support since I'm not testing it.	2020-05-13 15:27:33 -06:00
James Betker	44b89330c2	Support inference across batches, support inference on cpu, checkpoint ... This is a checkpoint of a set of long tests with reduced-complexity networks. Some takeaways: 1) A full GAN using the resnet discriminator does appear to converge, but the quality is capped. 2) Likewise, a combination GAN/feature loss does not converge. The feature loss is optimized but the model appears unable to fight the discriminator, so the G-loss steadily increases. Going forwards, I want to try some bigger models. In particular, I want to change the generator to increase complexity and capacity. I also want to add skip connections between the disc and generator.	2020-05-04 08:48:25 -06:00
James Betker	d95808f4ef	Implement downsample GAN ... This bad boy is for a workflow where you train a model on disjoint image sets to downsample a "good" set of images like a "bad" set of images looks. You then use that downsampler to generate a training set of paired images for supersampling.	2020-04-24 00:00:46 -06:00
XintaoWang	037933ba66	mmsr	2019-08-23 21:42:47 +08:00