nducthang / active-learning-for-object-detection

Active learning for deep object detection using YOLO

Active-learning-for-object-detection

Active learning for deep object detection using YOLO

In this project, I study the active learning method for object detection. Specifically, I have active field experiments for weapon detection.

Today, the amount of data for deep learning is increasing, but the manpower to label it is not enough. Therefore, the problem is how to use as little data as possible and still achieve high efficiency for the model. That is why I study actively.

In the active learning method, the person labels the data, which is then fed into the training model. The model then goes on to pick out a small amount of unlabeled data that it thinks after being labeled, it gets better. And give it to the labeler. And the loop goes on like that.

Because of human interaction, object detection model requires speed to be fast and accuracy is also relative. Through experimentation I have chosen YOLO v5.

Theoretical details please see attached pdf report.

active-learning-for-object-detection's Issues

run instructions?

Hello,

Thank you for sharing this exciting project.

I would like to know if there's any instructions to run this project!

I was trying to run it but unfortunately I failed :(

Thank you very much

active learning for deep object detection

Is it the official implementation code for active learning for deep object detection? author: Clemens-Alexander Brust, https://arxiv.org/pdf/1809.09875.pdf

Does it work?

The theory behind this project is interesting and I have been wondering if it would be worth trying in my own projects, but I didn't want to waste my time if it doesn't work. Do you end up building a model that can detect the correct class of objects beyond the scope of the original training data or do you end up with a ton of false positives as the system has no way of self-correcting? Does it end up going the opposite direction and overfitting? I would be interested in hearing how it worked out for you

Can i get more info on the working

Instructions to train

@nducthang can you pls share instructions to run the code , thanks for sharing the code

How to run it?

Hi,

May I know how to run the project?

Is there an English version of the PDF for this repo, or some instructions to run?

i download the PDF, but the language is not English. So can you give us some instructions for this repo?
Thank you!! @nducthang

Is there any instructions for running this repo?