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Pratinav Seth

@pratinavseth.bsky.social

AI explorer in Explainability & Safety @AryaXAI . Interested in AI for SG in Medical Imagery and Remote Sensing. AAAI UC 23 Scholar. Prev. @ Mila,Bosch,Manipal. linktr.ee/pratinavseth

Posts Replies Media

Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

Sincere appreciation to my co-authors: @mchll-ln.bsky.social , Brefo Dwamena Yaw, Jade Boutot, Mary Kang , @drolnick.bsky.social . @mila-quebec.bsky.social ‪ #MachineLearning #ComputerVision #ClimateAction #RemoteSensing #aiforgood Look for our work at #ICML2025!

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Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

Our work includes evaluating baseline AI algorithms. While results show promise for automated monitoring, they also highlight the task's complexity, inviting further research to enhance scalability & accuracy. Dataset: zenodo.org/records/1374... Preprint: arxiv.org/abs/2410.09032

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Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

It is aimed to empower environmental action using remote sensing by enabling the scalable identification of such wells, assisting experts to: (1) Better estimate methane emissions and groundwater contamination. (2) Prioritize plugging and remediation of wells.

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Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

To address this, we developed the Alberta Wells Dataset (AWD): the first large-scale benchmark for this critical challenge. AWD provides over 213,000 well instances (abandoned, suspended, active) in Alberta, Canada, with high-resolution, multi-spectral satellite imagery.

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Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

The undocumented nature of countless such wells creates profound environmental uncertainty. In Canada, for example, abandoned wells are the biggest source of uncertainty in methane emissions estimates.

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Pratinav Seth @pratinavseth.bsky.social · 28/05/2025

I’m happy to share that our paper on detecting oil & gas wells with AI has been accepted to ICML 2025! Millions of such wells exist, leaking methane & other toxins. We show how remote sensing can help find them, using high-resolution, multi-spectral satellite imagery. @icmlconf.bsky.social

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Reposted by Pratinav Seth

Ravid Shwartz Ziv @shwartzzzivravid.bsky.social · 25/11/2024

Looking at ICLR submissions with the lowest score - What a work of art! 🧵

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