Requesting Proposal Feedback - Project : Open-Source AI Framework for Thermal Satellite Payload Data Analysis

["Samrat R.M" <samratrm2 [ at ] gmail [ dot ] com>]

Dear Mentors,

I hope you are doing well.

Project : Open-Source AI Framework for Thermal Satellite Payload Data
Analysis

I have prepared a draft of my GSoC proposal
<https://docs.google.com/document/d/1z78we-yio2WrhJgKl6moyQCJsE20JSjh9pO0Cwwj_gY/edit?usp=sharing>
for the TIRAuxCloud project and would greatly appreciate your feedback. I
have tried to align it closely with the project expectations and research
directions discussed.

In addition, I have implemented prototype PR contributions covering the key
deliverables of my proposal:
• DeepSHAP-based explainability module
<https://github.com/Orion-AI-Lab/TIRAuxCloud/pull/7>
• Grad-CAM++ implementation for SegFormer
<https://github.com/Orion-AI-Lab/TIRAuxCloud/pull/5>
• Single-pass uncertainty estimation in the evaluation pipeline
<https://github.com/Orion-AI-Lab/TIRAuxCloud/pull/4>
• Modular pipeline refactoring for improved structure and extensibility
<https://github.com/Orion-AI-Lab/TIRAuxCloud/pull/8>

Since other contributors are also part of this mailing list, any feedback,
suggestions, or comments from anyone would be extremely helpful in refining my
proposal
<https://docs.google.com/document/d/1z78we-yio2WrhJgKl6moyQCJsE20JSjh9pO0Cwwj_gY/edit?usp=sharing>
further.

Looking forward to your thoughts.


Thank you.


Best regards,

Samrat R M

Attachment: GSoC_TIRAuxCLoud_Proposal_Draft_1.pdf
Description: Adobe PDF document

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