sentinel2-cloud-detector vs pointnet2

sentinel2-cloud-detector

Sentinel Hub Cloud Detector for Sentinel-2 images in Python (by sentinel-hub)

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pointnet2

PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space (by charlesq34)

point-cloud Deep Learning Classification Segmentation 3d-shape

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sentinel2-cloud-detector		pointnet2
	Project
3	Mentions	2
399	Stars	2,875
3.5%	Growth	-
5.9	Activity	0.0
4 months ago	Latest Commit	over 1 year ago
Python	Language	Python
Creative Commons Attribution Share Alike 4.0	License	GNU General Public License v3.0 or later

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

sentinel2-cloud-detector

Posts with mentions or reviews of sentinel2-cloud-detector. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-10-13.

Earth 2020 in 3 seconds, extracted from over 3 petabytes of satellite data | [OC]
3 projects | /r/dataisbeautiful | 13 Oct 2021

You can find more info in this Jupyter notebook example, the first part is downloading the data (for this you need the account), but if you start later on with the assumption that you bring the data yourself. You can open the ticket if you run into any issues :)

pointnet2

Posts with mentions or reviews of pointnet2. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-02-15.

Why does trained model fail on new data?
1 project | /r/learnmachinelearning | 26 Aug 2022

Is this how you trained the segmentation? https://github.com/charlesq34/pointnet2
Are the New M1 Macbooks Any Good for Deep Learning? Let’s Find Out
6 projects | news.ycombinator.com | 15 Feb 2021

What are some alternatives?

When comparing sentinel2-cloud-detector and pointnet2 you can also consider the following projects:

labelme - Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

Pointnet_Pointnet2_pytorch - PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.

biodivMapR - biodivMapR: an R package for α- and β-diversity mapping using remotely-sensed images

ROCm - AMD ROCm™ Software - GitHub Home [Moved to: https://github.com/ROCm/ROCm]

orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis

dgcnn.pytorch - A PyTorch implementation of Dynamic Graph CNN for Learning on Point Clouds (DGCNN)

eoreader - Remote-sensing opensource python library reading optical and SAR sensors, loading and stacking bands, clouds, DEM and spectral indices in a sensor-agnostic way.

ttach - Image Test Time Augmentation with PyTorch!

albumentations - Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

RAFT

BlenderProc - A procedural Blender pipeline for photorealistic training image generation

pointnet - PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation