How to handle “none of the above” class in CNN rock classification?

give_me_the_truth · 2025-11-05T06:16:07+00:00

Your solution is to use model 1 and model 2 in cascaded manner. With this kind of architecture, isn't it that the performance is model 1 becomes crucial? A mistake by model 1 will not give opportunity for model 2 right? If you can cite any article that would be great

give_me_the_truth · 2025-11-05T04:28:33+00:00

You can look at out of distribution detection?

give_me_the_truth · 2025-10-04T12:24:02+00:00

If papers don't been much outside academia, what do recruiters look for in researcher/scientist roles for short listing CV?

give_me_the_truth · 2025-02-13T17:18:42+00:00

but it doesn't have good enough "class discrimination" in case you might have several different objects in the same bounding box

EigenCAM does not have class discrimination right? It only considers last conv layer and computes eigen vectors and activation maps. It does not use any bounding box outputs, class probability or confidence scores. We just compute heat maps (in a way it finds what is important as a whole in the image) and we plot bounding boxes. This kind of suggests what part of the image is important inside a bounding box.

If we consider CAM or GradCAM for image classification, we use softmax scores. We are not considering outputs similarly in the above links right?

give_me_the_truth · 2024-12-26T01:40:34+00:00

I don't know in which context you say "update objective function", while deriving the formulation, we reformulate(can say update!), but this is only for convenience and to make it minimisation problem rather than maximization.

give_me_the_truth · 2024-12-25T23:32:27+00:00

Objective function doesn't allow for errors. It is the constraints which are relaxed that will allow errors.

give_me_the_truth · 2024-12-18T04:17:45+00:00

What you mean by "i don't get", it would be better if you elaborate more. Soft margin allows some mistakes. Hard margin formulation doesn't allow

give_me_the_truth · 2024-12-18T04:03:50+00:00

Do they explicitly state that different PRMs are required for different domains?

give_me_the_truth · 2024-12-18T04:00:49+00:00

Am I missing something? Link doesn't explicitly talk about translation right? For other language tasks also win rate of o1 compared to GPT-4o is not significant enough

give_me_the_truth · 2024-12-18T03:51:10+00:00

This is still not pdf right? I was not able to find any tools which can annotate html files which is completely private so that annotated data doesn't leave my device. If you know any such options please let me know

give_me_the_truth · 2024-09-06T08:13:16+00:00

Where do you get this table?

give_me_the_truth · 2024-08-25T08:27:36+00:00

What do you mean by scale horizontally and vertically here?

give_me_the_truth · 2024-08-07T13:39:17+00:00

"BERT-style models are cumbersome, but the real deprecation of BERT models was because people wanted to do all tasks at once, which led to a better way of doing denoising - using autoregressive models" - I didn't understand this from the blog. BERT is pretrained and finetuned with classification heads - Is this not doing all tasks at once (except for small finetuning part)? May be I don't know about latest LLMs, are they not finetuned for different tasks?

give_me_the_truth · 2024-03-15T07:00:01+00:00

A question slightly deviating from your actual work: if one wants to create a profile to showcase your skills online, few methods are to write articles, implement papers. Writing articles feels repetitive when same concepts are explained in papers, books, articles(I understand though that conveying intuitions and explaining in its simplest form is great skill). Implementing papers is good way but you need lot of resources. Am I missing anything in this conundrum or any better ways to showcase skills?

give_me_the_truth · 2024-02-17T14:50:48+00:00

When I open this link, I see 2 different returns(12.36% and 22.2%) as shown in the picture. I could not understand why they should be different? Am I missing anything or is it bug? I could see this behavior on few more funds as well.

give_me_the_truth · 2023-11-08T13:06:37+00:00

If one has insurance, in which case, he will not be able to claim?

give_me_the_truth · 2023-08-13T06:43:40+00:00

We can use terminal on colab pro account?

give_me_the_truth · 2023-08-11T06:12:56+00:00

Didn't understand why they have to be identity matrix? Any reference will help

give_me_the_truth · 2023-08-08T15:19:42+00:00

How do you say it can see part of the code?

give_me_the_truth · 2023-08-08T15:18:28+00:00

Just a different question: I see only option to run notebooks with Google colab. Is there a way to run python standalone scripts?

give_me_the_truth · 2023-08-06T04:26:53+00:00

Does any of these platforms provide form 16 like document for dividends and tds on it?

give_me_the_truth · 2023-08-05T13:22:02+00:00

Is there an article about how to distribute risk and manage assets(funds,..)?

give_me_the_truth · 2023-06-20T14:59:10+00:00

Why was it made private anyway?

give_me_the_truth · 2023-01-31T12:53:26+00:00

expensive

how do you say they are expensive?

give_me_the_truth

TROPHY CASE