Timeline for How can we get a differentiable neural network to count things?
Current License: CC BY-SA 4.0
13 events
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| Jul 26, 2022 at 18:39 | comment | added | Alexey Kornaev | Very interesting problem. Maybe you can find or create some labeled gaming data set with moving objects. And if you will, please let me know;). | |
| Apr 27, 2022 at 1:20 | comment | added | Alexander Soare | @numiri I haven't seen it but thanks for sharing | |
| Apr 25, 2022 at 15:16 | comment | added | numiri | I've been looking for a network to do that type of counting too. Have you seen this? stanford.edu/~jlmcc/papers/… | |
| May 3, 2021 at 8:28 | vote | accept | Alexander Soare | ||
| May 2, 2021 at 14:37 | answer | added | Neil Slater | timeline score: 7 | |
| May 1, 2021 at 17:24 | comment | added | Alexander Soare | It certainly is. That statement is touching on where I'm coming from. | |
| May 1, 2021 at 17:23 | history | edited | Alexander Soare | CC BY-SA 4.0 |
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| May 1, 2021 at 16:56 | comment | added | Neil Slater | If you could edit some variant of your comment into the question, I believe I can answer that part. I am not confident that I can answer definitely whether there is a model that "learns to count". Whether it can be found depends on how much of the process you expect it to learn (as opposed to be given by the problem forumulation), and how you would present the learning task to it. Counting is a surprisingly complex thing when you start to think about it in detail | |
| May 1, 2021 at 13:09 | comment | added | Alexander Soare | @NeilSlater you ask a good question. Maybe one way is to say it's certainly not like "estimating" the total. I can look at an aerial view of pine trees and say yeah maybe that's 30, but then I can do the task of looking at and identifying each tree individually, incrementing a counter, and making sure not to revisit that tree. Something feels very different about those tasks and I can't put my finger on formalising the difference. I also can't formulate why I believe a NN is not equipped to do the "true" counting task. | |
| May 1, 2021 at 10:41 | comment | added | Neil Slater | Could you clarify what you mean by "really learn to count"? You seem to want to make the distinction between estimating a total and counting | |
| S May 1, 2021 at 10:26 | history | suggested | Saurav Maheshkar | CC BY-SA 4.0 |
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| May 1, 2021 at 6:52 | review | Suggested edits | |||
| S May 1, 2021 at 10:26 | |||||
| Apr 30, 2021 at 20:55 | history | asked | Alexander Soare | CC BY-SA 4.0 |