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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