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Re: Re: Question regarding Open-Source AI Framework for Thermal Satellite Payload Data Analysis project

Hello Aarav,

Thank you for your interest.

I believe the previous emails on the thread should cover you.

Best Regards,

Alex

On 3/16/2026 10:31 PM, aarav maheshwari wrote:

Hello Alexis,Christos and Simon

Any clarification on this ?

regards
Aarav Maheshwari
On Fri, 27 Feb 2026 at 12:19, aarav maheshwari <maheshwariaarav12 [ at ] gmail [ dot ] com> wrote: 

    Dear Christos Chronis, Alexia Apostolakis, Simon Vellas

    I hope this email finds you well


    Hello my name is Aarav Maheshwari and I am second year
    undergraduate student at the department of Geology and Geophysics
    enrolled in its geophysics course with AI specialisation at Indian
    Institute of Technology Kharagpur. I would love to work on the
    thermal satellite ai framework project.

    I have contributed in repos like tensorflow (worked on fixing
    kernel level issue and optimising it), hugging face transformer
    (integrating mimo model in transformers library) and scikit-learn
    (threading issue). I have a good amount of experience in training
    and integrating ml models so I would love to learn and make a
    completely new framework from scratch.
    I had some questions regarding this project

    Firstly I took look into Orion AI Lab repo and found Gaia, Thalia,
    TIRAuxCloud datasets — other than these do we have to integrate
    other standard thermal imaging datasets (like Cloud-SEN12 etc)?

    I also saw televit1.0 pre-trained model can we integrate such
    specialised model except base models,(would love any suggestions
    for some specialised models like televit1.0 that can be
    integrated)?,Some of the base models I was thinking of integrating
    in this project were (U-net, YOLO, Segformer, Masked Auto Encoder,
    CLIP) — any other suggestions for base model that should be added?

    Also for data augmentation aside from basic techniques is there
    any specific technique that is used in case of thermal image data
    that has to be implemented (any research papers pointing to any
    such techniques would be really helpful)?, I looked into some and
    have implemented there kernels
     (https://github.com/Aaraviitkgp/gsoc-gfoss-sample) I have
    implemented kernels for cpu only do we have to add cuda
    integration as well ?

    Best Regards
    Aarav Maheshwari


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