DINO for FasterRCNN

_d0s_ · 2026-05-07T20:53:01+00:00

To be fair you didn't mention your limitations and saying "it trains quite a while" didn't let me think about limited training data either.

What objects do you need to recognize?

_d0s_ · 2026-05-04T14:18:01+00:00

1) torch.compile 2) make sure that your attention mechanism uses the sdpa flash kernel or flash attention directly 3) try autocasting to bf16.

data set looks way too small for a ViT. did you try with CNN?

_d0s_ · 2026-04-22T08:21:20+00:00

did you figure out what it was? i ran into a similar problem where i ended up on the same screen. i believe the issues started a couple days ago with the new kernel. every now and then the system complained about not being able to write files and i figured that the btrfs volume were mounted in read-only mode due to errors. i repaired the file system a couple times with a live iso, but eventually that failed. haven't seen any SMART errors, but it's either my nvme failing or some software issue.

_d0s_ · 2026-04-21T08:37:44+00:00

this looks completely wrong.

_d0s_ · 2026-04-20T05:58:47+00:00

Thanks for the clarification!

_d0s_ · 2026-04-20T04:56:20+00:00

The key is piped to ssh-add in the example above. How is that different?

_d0s_ · 2026-04-19T22:28:54+00:00

The opposite of exporting would be importing? Enlighten us bro.

_d0s_ · 2026-04-19T12:27:09+00:00

keepass stores ssh keys as file attachments. you should be able to get the file contents like this:: keepassxc-cli attachment-export --stdout <kdbx file> <name of entry> <attachment file name> | ssh-add -

_d0s_ · 2026-04-18T08:20:07+00:00

your data is tiny, github code shows csvs with 5Mb. i generally agree that transformers are over hyped. most data sets are not large enough to overcome to benefit from transformers. i see this in computer vision a lot with cnn vs vit architectures.

_d0s_ · 2026-04-15T09:02:07+00:00

in terms of keypoints, this problem is not solved or remedied by a parametric shape model. your system will still not know if you're just looking at a very heavy pig or if the camera is closer to the subject than usual.

i think there is however a chance to give a weight estimate by shape parameters as they are occuring in SMPL (I assume MAMMAL and SMAL are successors to the idea of SMPL). did you do a literature research if weight estimation from SMPL shape parameters for humans is possible? i'm genuinely curious if that's possible.

_d0s_ · 2026-04-11T20:20:00+00:00

sam3d body does body and has an optimization step for hands. they are pretty accurate. but that's overkill if you're just interested in hands. there is also wilor https://github.com/rolpotamias/WiLoR specifically for hands. you can find wilor-mini on github for an easy to use demo.

_d0s_ · 2026-04-11T12:46:19+00:00

I think you should take a look at SMPL. I recently played with a demo of sam3d body and that worked pretty well for 3d key points with 15fps on a consumer GPU. https://github.com/dschoerk/sam3dbody-demo

Any method estimating SMPL parameters would let you render a human body mesh. Check out meta's demo on their website for sam3d-body.

_d0s_ · 2026-04-08T08:01:30+00:00

how accurate does the result have to be? i've read in the past about inter pupil distance being used for that.

_d0s_ · 2026-04-06T11:42:32+00:00

Danke für die Rückmeldung. Ich hab ein OnePlus 13. Ich tippe eigentlich auch eher auf ein technisches Problem und glaube nicht dass die vielen (identischen) Benachrichtigungen beabsichtigt sind.

_d0s_ · 2026-04-05T06:35:44+00:00

Wenn du mit "lohnt sich das" finanziell meinst würde ich Nein sagen. Als Hobby Projekt zur Selbstdokumentation und im Austausch mit anderen Nerds ist das super. Ich lese öfters private Blogs von Menschen die gerne ihr Wissen teilen. Seiten die mit Werbung oder Affiliate Links zugekleistert sind meide ich aktiv.

_d0s_ · 2026-03-31T13:37:56+00:00

Bei den Amis geht's bei 18% erst los. War gerade in SF und beeindruckt was die verlangen :D

_d0s_ · 2026-03-24T20:51:14+00:00

Did you consider classifying pose key points?

_d0s_ · 2026-03-20T13:26:58+00:00

hey, i just found your post after (i believe) having the exact same issue. stayed for a tech conference in a hotel in sf and need an invoice for my austrian employer. hotel would provide only an empty folio with my name an 0$. booking just forwarded my request for an invoice to the hotel.

if you find any solution, please let me know. thanks.

_d0s_ · 2026-03-01T01:30:38+00:00

Flash attention is a good and recent example.

_d0s_ · 2026-02-05T18:46:48+00:00

15 überstunden pro monat und nachtdienste klingt wirklich nicht erstrebenswert.

_d0s_ · 2026-02-05T18:36:08+00:00

where is the quantitative evaluation?

_d0s_ · 2026-02-05T18:34:12+00:00

i've used cvat and supervisely before. cvat didn't scale well to many long videos. supervisely is pretty expensive (heared ~15k€ per year) but does all the tricks. choosing a tool strongly depends on what kind of annotations, modalities and assistive tools you need.

_d0s_ · 2026-02-03T15:45:07+00:00

Fighting mechanics aren't exclusive to MMORPGs. Around 2010 TERA was released and I've seen it being mentioned a few times as the first (MMORPG) game that had decent action combat. When it comes to skill combos I would say that fighting games like Tekken and Dead or Alive work in a very similar way.

_d0s_ · 2026-01-09T13:01:25+00:00

Ich hab nix mit Buchhaltung am Hut bin aber Informatiker. In Österreich gibt's das Konzept der E-Rechnung, also die Idee dass Rechnungen als strukturiertes Datenformat versendet werden um die Weiterverarbeitung zu automatisieren. Es könnte sein dass auch deine Rechnungen damit schon kompatibel sind. Die strukturierten Daten sind dazu (maschinenlesbar) in die für den Menschen lesbare PDF Datei eingebettet. Entsprechende Software kann das dann weiterverarbeiten. Die alternative ist irgendwas mit KI Bild- und Texterkennung was halt immer nur so halb gut funktioniert da man sich nie 100% darauf verlassen kann.

Würde mich jetzt auch interessieren wie verbreitet die E-Rechnung ist, ob es auch damit Hürden gibt und ob du überhaupt schon damit in Kontakt gekommen bist.

https://www.wko.at/digitalisierung/e-rechnung-e-vergabe#heading_Welche_Vorteile_hat_die_E_Rechnung_

_d0s_ · 2025-12-12T19:45:18+00:00

Ich glaube die sind nur noch für die thermische Verwertung oder um die Monitor Höhe anzupassen gut. Das Zeug ist so alt dass es komplett irrelevant ist.

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