Soft Labels for Rapid Satellite Object Detection

12/01/2022
by   Matthew Ciolino, et al.
0

Soft labels in image classification are vector representations of an image's true classification. In this paper, we investigate soft labels in the context of satellite object detection. We propose using detections as the basis for a new dataset of soft labels. Much of the effort in creating a high-quality model is gathering and annotating the training data. If we could use a model to generate a dataset for us, we could not only rapidly create datasets, but also supplement existing open-source datasets. Using a subset of the xView dataset, we train a YOLOv5 model to detect cars, planes, and ships. We then use that model to generate soft labels for the second training set which we then train and compare to the original model. We show that soft labels can be used to train a model that is almost as accurate as a model trained on the original data.

READ FULL TEXT

page 2

page 4

research
02/28/2023

Training sound event detection with soft labels from crowdsourced annotations

In this paper, we study the use of soft labels to train a system for sou...
research
07/16/2020

SSN: Soft Shadow Network for Image Compositing

In image compositing tasks, objects from different sources are put toget...
research
07/02/2022

Eliciting and Learning with Soft Labels from Every Annotator

The labels used to train machine learning (ML) models are of paramount i...
research
05/02/2023

On the Impact of Data Quality on Image Classification Fairness

With the proliferation of algorithmic decision-making, increased scrutin...
research
09/23/2022

Soft-labeling Strategies for Rapid Sub-Typing

The challenge of labeling large example datasets for computer vision con...
research
04/01/2022

Dynamic Supervisor for Cross-dataset Object Detection

The application of cross-dataset training in object detection tasks is c...
research
04/25/2019

Performance of Kriging Based Soft Classification on WiFS/IRS- 1D image using Ground Hyperspectral Signatures

Hard and soft classification techniques are the conventional ways of ima...

Please sign up or login with your details

Forgot password? Click here to reset