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Marita Georganta's Projects

activefire icon activefire

Active fire detection and segmentation with CNN

cloud-segmentation-from-satellite-imagery icon cloud-segmentation-from-satellite-imagery

This repository contains the first model which I tried on cloud dataset from sentinel satellite for cloud segmentation. The model was UNET and the loss function used was BinaryCrossEntropy with Logits. For, validation IoU was used. Accuracy of 81.39% could be achieved on the validation set using this model.

cloudless icon cloudless

Deep learning pipeline for orbital satellite data for detecting clouds

machinelearningfromscratch icon machinelearningfromscratch

In this repo I save models that I have built from scratch for my future reference. I am always building on top of these basic knowledge on my projects.

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

ransacsolver icon ransacsolver

My own implementation of the RANSAC algorithm using the fitting model LineModelND

s2cloudmask icon s2cloudmask

Sentinel-2 Cloud and Shadow Detection using Machine Learning

satellite-image-processing icon satellite-image-processing

Here are some of my go-to scripts and processes that I use for the preprocessing of satellite imagery for qualitative analysis.

udacity-computer-vision-nanodegree icon udacity-computer-vision-nanodegree

I am taking Udacity's Computer Vision Nanodegree to develop a better understanding of computer vision. To graduate from the nanodegree, I am working on 3 different projects, which I am also submitting here.

xview-yolov3 icon xview-yolov3

xView 2018 Object Detection Challenge: YOLOv3 Training and Inference.

yolor icon yolor

implementation of paper - You Only Learn One Representation: Unified Network for Multiple Tasks (https://arxiv.org/abs/2105.04206)

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