Hi Christos, Alexis, and Simon, I hope you are doing well. I wanted to follow up regarding my proposal draft, as I have not yet received your feedback. I am currently a bit uncertain about the scope and the implementation plan, and I would really appreciate your guidance. With the final submission deadline just a week away, your input would be extremely helpful in ensuring I am on the right track. Thank you in advance for your time and support. Best regards, Samrat R M On Fri, 20 Mar 2026 at 4:37 PM, Samrat R.M <samratrm2 [ at ] gmail [ dot ] com> wrote: > 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 >
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