Questions tagged [datasets]
For questions related to sets of data and their use in AI.
9
questions
2
votes
1answer
569 views
How to generate labels for self-supervised training?
I've been reading a lot lately about self-supervised learning and I didn't understand very well how to generate the desired label for a given image.
Let's say that I have an image classification task, ...
3
votes
1answer
62 views
How to treat (label and process) edge case inputs in machine learning?
In every computer vision project, I struggle with labeling guidelines for border cases. Benchmark datasets don't have this problem, because they are 'cleaned', but in real life unsure cases often ...
13
votes
3answers
8k views
What is non-Euclidean data?
What is non-Euclidean data?
Here are some sub-questions
Where does this type of data arise? I have come across this term in the context of geometric deep learning and graph neural networks.
...
4
votes
1answer
1k views
Dataset containing images of varying dimensions and orientations
I am new to deep learning.
I have a dataset of images of varying dimensions of a certain object. A few images of the object are also in varying orientations. The objective is to learn the features ...
3
votes
2answers
91 views
Are there tools to help labelling images? [closed]
I need to manually classify thousands of pictures into discrete categories, say, where each picture is to be tagged either A, B, or C.
Edit: I want to do this work myself, not outsource / crowdsource ...
2
votes
0answers
166 views
Is there a dataset for the detection of bomb explosions? [closed]
I would like to train a deep neural network to recognize bomb explosions. I was wondering if there is an open visual dataset for bomb explosion? Alternatively, if you know a good deep architecture or ...
4
votes
2answers
148 views
Why do we need both the validation set and test set?
I know that this has been asked a hundred times before, however, I was not able to find a question (and an answer) which actually answered what I wanted to know, respectively, which explained it in a ...
3
votes
1answer
706 views
What are “proxy data sets” in machine learning?
The paper Assessment of Deep Generative Models for High-Resolution Synthetic Retinal Image Generation of Age-Related Macular Degeneration uses the term "proxy data sets" in this way
To develop DL ...
1
vote
2answers
170 views
Why is the validation performance better than the training performance?
I am training a classifier to identify 24 hand signs of American Sign Language. I created a custom dataset by recording videos in different backgrounds for each of the signs and later converted the ...
