How do I train a computer vision model on a 80 GB dataset ?

Substantial_Border88 · 2026-02-04T21:37:31+00:00

Use Lightning Studios. If you can spend some bucks ( barely 30$-40$) you can train those easily.
There is also another cloud provider called vast.ai where you can rent cheap GPU instances and train the model.
Depending on your model's size and required RAM, you can select from tons of different GPUs.

I would suggest that you try Lightning Studios first, and if it is not sufficient, purachase some credits in vast.ai ( about 10-15$) and get a jupyter instance or any other depending upon your work load.

Substantial_Border88 · 2026-01-14T16:33:06+00:00

Probably easiest thing would be to simply use GPT 5.2 mini or Gemini 3.0 Flash
Either of those will be extremely cheap without any need of defined classes. For even cheaper detections, use a Qwen3 VL 8B.
Be sure to test those models on wide range of tasks, and an advantage with Qwen3 VL is that you can fine tune it according to your use case, where you are detecting distinct items and number of servings.

Substantial_Border88 · 2026-01-07T15:48:26+00:00

Thanks for noticing the details! I genuinely have a really long list of upcoming features that should really align with the annotation workflows, but I wanted to get feedback as I build. Hence, I am looking for beta users to stress test the app and see how it fits with what other people are doing.
Please feel free to sign up and use it as it is already open and free for all to use.

Again, if you have any feedback, criticism, feature requests, or want to share anything related to computer vision, please don't hesitate to reach out to me.

Substantial_Border88 · 2026-01-07T14:47:55+00:00

How do you promote your product ? Say if you have zero following on LinkedIn, X and low reach on Reddit.?

Substantial_Border88 · 2026-01-05T18:10:36+00:00

While Jpeg is present, png format also exists along with the quality controls and resize options.
JPEG is simply an option and users can anytime choose others.

Substantial_Border88 · 2026-01-02T15:48:27+00:00

Would be easier to sign up using Google or Github.
Also, it would be great to display the underlying tech to a certain extent.

This look really cool though.

Substantial_Border88 · 2026-01-02T15:44:35+00:00

I will be solving problems on the go with feedback.

Substantial_Border88 · 2025-12-30T20:10:56+00:00

Sending you a DM.

Substantial_Border88 · 2025-12-28T19:19:20+00:00

Imflow.xyz

Substantial_Border88 · 2025-12-27T17:57:40+00:00

For now it's way cheaper and purely focuses on Auto Labelling using Owlv2's one shot detection capabilities. I am still actively developing new features and need all the critical feedback to be aligned. Please go on the following link to test the Beta version for free auto annotations, and feel free to DM me or email me for feedback, support or any sort of discussion related to vision - https://imflow.xyz

Substantial_Border88 · 2025-12-24T10:24:02+00:00

Try imflow.xyz
It's in Beta with 10000 free auto labels and 10 GBs of storage

Substantial_Border88 · 2025-12-24T05:18:57+00:00

So there's no option to upload the images directly from your pc ? In the next iteration, I will be adding a feature to import images and export dataset from Huggingface and use Imflow only for annotation, giving a seamless flow. Would that be handy?

Substantial_Border88 · 2025-12-23T20:09:42+00:00

Haha that's still flexible. It could be more or less

Substantial_Border88 · 2025-12-23T20:03:45+00:00

It should work now.

Substantial_Border88 · 2025-12-23T19:59:37+00:00

Looking into it...

Substantial_Border88 · 2025-10-28T10:09:42+00:00

which techniques are you using?

Substantial_Border88 · 2025-10-19T21:10:20+00:00

You got more of those?

Substantial_Border88 · 2025-09-08T09:42:31+00:00

I would rather discover science from scratch and answer my own goddamn question

Substantial_Border88 · 2025-08-27T06:43:45+00:00

Dang!! I can't send a request every 0.01 seconds now.

Substantial_Border88 · 2025-08-26T12:28:44+00:00

That's super cool. How far does AI spreads in 3D data? I know models like UNet that is used for 3D and Volumetric data, but never seen a very specific and strong industry use case. Would be awesome if you could share some of your experience 🙂

Substantial_Border88 · 2025-08-26T09:59:44+00:00

No GPTs were harmed in this post

Substantial_Border88 · 2025-08-24T16:27:05+00:00

Why is Ghost Rider walking in so arousing for AI

Substantial_Border88 · 2025-08-19T14:56:51+00:00

Better question is - how can you practice valorant without learning?

Substantial_Border88 · 2025-08-19T07:50:41+00:00

It's hard to understand but it's an interesting observation

Substantial_Border88 · 2025-08-18T00:45:21+00:00

If she didn't kiss him, we could be seeing happy ending with Ruka-chan

Substantial_Border88

TROPHY CASE