Improve the Versatility and Tolerance of CNN in Crop Mapping

[ZihengSun]

ESIP Member Organization Name

Your organization:
George Mason University

Mentors

Ziheng Sun

Please list the names of available mentors

Information for Students

If you have special information / instructions for an application you should
list/link to it here. If not you can delete it. Please keep in mind that we
do have some general instructions for students at the
ESIP Student Guide.

Project Idea: Improve the Versatility and Tolerance of CNN in Crop Mapping

Abstract

Improve the Versatility of CNN in Crop Mapping and the tolerance of noises in the data.

Technical Details

We change the classification workflow of CNN-based crop mapping to improve the versatility of the trained model and the tolerance of the noises in the training data (coming from remote sensing images and ground truth data).

Helpful Experience

Computer programming
Machine learning
Deep learning
Python

First steps

Students doesn't need to do this before Google Summer of Code code period starts
but will be good if they do just because they will be sure if this is how they
want to spend the summer.

[nachiketaraina]

Is there any organization that has been finalized under gsoc for this very project so that we could start familiarising ourselves with their work as a student plus how can we get started at this i.e more insight on the dataset and the project in general

[esip-lab]

ESIP was not accepted as a GSoC mentor organization this year. We hope we will be selected next year!

…

On Mon, Mar 9, 2020 at 2:40 AM Nachiketa Raina ***@***.***> wrote: Is there any organization that has been finalized under gsoc for this very project so that we could start familiarising ourselves with their work as a student plus how can we get started at this i.e more insight on the dataset and the project in general — You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub <#29?email_source=notifications&email_token=ABX5PQEA2BY5F6SLVHIXMELRGS2SNA5CNFSM4K5RJ5K2YY3PNVWWK3TUL52HS4DFVREXG43VMVBW63LNMVXHJKTDN5WW2ZLOORPWSZGOEOGL3UI#issuecomment-596426193>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ABX5PQFCO6LNDYTKR2HBC2DRGS2SNANCNFSM4K5RJ5KQ> .

[rohankrgupta]

Hi, Is ESIP going to be a part of GSOC 2021 this year ?
If yes, could you please provide more details about this specific task such as datasets and overview.

[sriharishgeo]

I would like to know is ESIP going to participate in GSOC 2021
Let me know the tasks and details

[ZihengSun]

Hi, thanks for the message! I think so. I will confirm with ESIP.

For details about the task and datasets, please take a look at the AgNet and AgNet-Dataset

[sriharishgeo]

Thanks a lot

…

On Mon, 18 Jan 2021, 20:32 Ziheng Sun, ***@***.***> wrote: Hi, thanks for the message! I think so. I will confirm with ESIP and get back to you. For details about the task and datasets, please take a look at the AgNet <https://github.com/ESIPFed/Ag-Net> and AgNet-Dataset <https://github.com/ZihengSun/Ag-Net-Dataset> — You are receiving this because you commented. Reply to this email directly, view it on GitHub <#29 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ASPSNPPKS4IRTEZKZOTQDWDS2REPVANCNFSM4K5RJ5KQ> .

[ZihengSun]

Forwarding the message: ESIP will not participate gsoc this year, may be next year. Thanks for your interests in this idea! Any questions please don't hesitate to contact.

[sriharishgeo]

Thanks for informing.

…

On Sat, 23 Jan 2021, 23:21 Ziheng Sun, ***@***.***> wrote: Forwarding the message: ESIP will not participate gsoc this year, may be next year. Thanks for your interests in this idea! Any questions please don't hesitate to contact. — You are receiving this because you commented. Reply to this email directly, view it on GitHub <#29 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ASPSNPIB2VCAWZHMDFVVALDS3MEA7ANCNFSM4K5RJ5KQ> .

[das-ankur]

Can I get the dataset and some other informations, I want to contribute on this particular project.