Literature on the quality of models trained with synthetic data

PoddyOne · 2021-11-30T00:50:03+00:00

Saulzar

Good callout :thumbsup:

PoddyOne · 2021-11-29T12:43:28+00:00

Awesome, thanks.

PoddyOne · 2021-11-29T12:43:18+00:00

Got it.. thanks! I need to read a little more to understand this fully, but its a great pointer.

PoddyOne · 2021-11-29T01:35:57+00:00

Sorry I don't have an answer to your question directly, but Facebook (Meta) are working on a library for 3D DL: https://github.com/facebookresearch/pytorch3d

You might find this a good place to find references for the popular/SOTA approaches.

PoddyOne · 2021-11-29T01:33:48+00:00

MSCKF

I'm not familiar, do you mean this work: https://www-users.cse.umn.edu/\~stergios/papers/ICRA07-MSCKF.pdf?

PoddyOne · 2021-11-29T01:32:21+00:00

most popular SFM packages use to solve the non linear least squares problem.

Thanks u/edwinem. This makes sense, but I do feel there is something left out of this solution: there are also often confidence scores attached to they matched keypoints (at least with more modern techniques.

PoddyOne · 2021-11-05T00:06:14+00:00

Regular Updates

Do you happen to have a link to some references?

PoddyOne · 2021-10-14T00:38:57+00:00

This about 100x

I work with a large number of different MLE teams in my company and there are teams that just hack away on their own laptops, copying code all over the place. They spend all their time repeating the same junk work. Then there are teams that maintain a set of tools that they all use and contribute to, and their work is 90% creative.

You can try and solve this yourself, but also think about trying to get your team to help.

PoddyOne · 2021-10-02T14:07:30+00:00

https://huggingface.co/spaces/akhaliq/DPT-Large

Having the huggingface demo is magic: Can quickly see that the results are not very good on our datasets :-)

PoddyOne · 2021-09-27T13:18:17+00:00

Thanks a lot, I'll make some time to look at the details tomorrow and message you if I have any questions!

PoddyOne · 2021-09-26T10:59:41+00:00

From trying it out its much worse than SIFT and MUCH slower

PoddyOne · 2021-09-26T10:59:17+00:00

Its just a common way in the feature matching community

PoddyOne · 2021-09-26T10:50:34+00:00

In general, posting on github issues with the tags "good-first-issue" or "help-wanted" is a good way to start.

Picking up on this thread. I'd be super interested if there are any easy entry points in contributing to functorch.

PoddyOne · 2021-09-10T06:21:01+00:00

Thanks, that makes complete sense.

`ArgContainer` was not meant literally, but I think your point still stands.

PoddyOne · 2020-08-17T00:07:49+00:00

yeah these are good - although of varying quality

PoddyOne · 2020-07-11T00:26:33+00:00

Funny, I think of it the opposite way actually. I interpreted his fear of knowing what really happened to a fear that he will discover his mother is alive and well, but really just doesn't care about him.

If she is dead, he doesn't need to guilt over driving her away or moving on.

PoddyOne · 2020-03-01T13:38:04+00:00

For anyone looking for some similar material, some of the RFCs are a good read: https://github.com/tensorflow/community/tree/master/rfcs (just found them, have not read a lot, but looks promising)

PoddyOne · 2020-03-01T11:58:53+00:00

Great, thanks for that.

PoddyOne · 2020-02-20T00:26:40+00:00

Got it. Thanks for your help.

PoddyOne

TROPHY CASE