Skip to yearly menu bar Skip to main content


Workshop

TerraBytes: Towards global datasets and models for Earth Observation

Nicolas Audebert ⋅ Hossein Azizpour ⋅ Valentin Barriere ⋅ Javiera Castillo Navarro ⋅ Mikolaj Czerkawski ⋅ Heng Fang ⋅ Alistair Francis ⋅ Valerio Marsocci ⋅ Andrea Nascetti ⋅ Ritu Yadav
Project Page [ OpenReview] 

Abstract

Video

Chat is not available.

Schedule

Timezone: America/Los_Angeles
9:00 AM
Opening remarks
Nicolas Audebert ⋅ Mikolaj Czerkawski
9:50 AM
The Cloud-Based Geospatial Benchmark: Challenges and LLM Evaluation
Jeffrey Cardille ⋅ Renee Johnston ⋅ Simon Ilyushchenko ⋅ Johan Kartiwa ⋅ Zahra Shamsi ⋅ Matthew Abraham ⋅ Khashayar Azad ⋅ Kainath Ahmed ⋅ Emma Quick ⋅ Nuala Caughie ⋅ Noah Jencz ⋅ Karen Dyson ⋅ Andrea Nicolau ⋅ Maria Lopez-Ornelas ⋅ David Saah ⋅ Michael Brenner ⋅ Subhashini Venugopalan ⋅ Sameera Ponda
9:55 AM
Towards LLM Agents for Earth Observation
Chia Hsiang Kao ⋅ Wenting Zhao ⋅ Shreelekha Revankar ⋅ Samuel Speas ⋅ Snehal M Bhagat ⋅ Rajeev Datta ⋅ Cheng Perng Phoo ⋅ Utkarsh Mall ⋅ Carl Vondrick ⋅ Kavita Bala ⋅ Bharath Hariharan
10:00 AM
Deploying geospatial foundation models in the real world
Christina Butsko ⋅ Gabriel Tseng ⋅ Kristof Van Tricht ⋅ Giorgia Milli ⋅ David Rolnick ⋅ Ruben Cartuyvels ⋅ Inbal Reshef ⋅ Zoltan Szantoi ⋅ Hannah Kerner
10:05 AM
Optimizing Cloud-to-GPU Throughput for Deep Learning With Earth Observation Data
Akram Zaytar ⋅ Caleb Robinson ⋅ Girmaw Abebe Tadesse ⋅ Tammy Glazer ⋅ Gilles HACHEME ⋅ Anthony Ortiz ⋅ Rahul Dodhia ⋅ Juan Lavista Ferres
10:10 AM
Coffee break
11:20 AM
AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment
Vishal Nedungadi ⋅ Muhammad Akhtar Munir ⋅ Marc Rußwurm ⋅ Ron Sarafian ⋅ Ioannis N. Athanasiadis ⋅ Yinon Rudich ⋅ Fahad Khan ⋅ Salman Khan
11:30 AM
Domain Adaptation for Onboard Cloud Segmentation in Thermal Earth Observation: Transfer Learning from Landsat to a CubeSat Constellation
Niklas Wölki ⋅ Lukas Kondmann ⋅ Christian Mollière ⋅ Martin Langer ⋅ Julia Gottfriedsen ⋅ Martin Werner
11:35 AM
GeoCrossBench: Cross-Band Generalization for Remote Sensing
Hakob Tamazyan ⋅ Ani Vanyan ⋅ Alvard Barseghyan ⋅ Anna Khosrovyan ⋅ Evan Shelhamer ⋅ Hrant Khachatrian
11:40 AM
High-Resolution LFMC Maps for Wildfire Risk From Multimodal Earth Observation Data
Patrick Johnson ⋅ Gabriel Tseng ⋅ Yawen Zhang ⋅ Heather Heward ⋅ Virginia Sjahli ⋅ Favyen Bastani ⋅ Joseph Redmon ⋅ Patrick Beukema
12:00 PM
Lunch
1:30 PM
Where are the Whales: A Human-in-the-loop Detection Method for Identifying Whales in High-resolution Satellite Imagery
Caleb Robinson ⋅ Kimberly Goetz ⋅ Christin Khan ⋅ Meredith Sackett ⋅ Kathleen Leonard ⋅ Rahul Dodhia ⋅ Juan Lavista Ferres
1:40 PM
Galileo: Learning Global & Local Features of Many Remote Sensing Modalities
Gabriel Tseng ⋅ Anthony Fuller ⋅ Marlena Reil ⋅ Henry Herzog ⋅ Patrick Beukema ⋅ Favyen Bastani ⋅ James Green ⋅ Evan Shelhamer ⋅ Hannah Kerner ⋅ David Rolnick
1:45 PM
Shaping Fine-Tuning of Geospatial Foundation Models: Effects of Label Availability and Temporal Resolution
Giovanni Castiglioni ⋅ Nicolás Fernández ⋅ Cristian Calderon ⋅ Javiera Castillo Navarro ⋅ Sébastien Lefèvre ⋅ Valentin Barriere
1:50 PM
Resampling Augmentation for Time Series Contrastive Learning: Application to Remote Sensing
Antoine Saget ⋅ Baptiste Lafabregue ⋅ Antoine Cornuéjols ⋅ Pierre Gançarski
1:55 PM
Smoothing Continual Segmentation Oscillations with Latent Domain PPCA Decoder
Marie-Ange Boum ⋅ Pierre Fournier ⋅ Dawa Derksen ⋅ Stéphane Herbin
2:00 PM
Poster session
→ Open-source federated learning across multi cloud environment
Leonardo Tizzei ⋅ Gabrielle Nyirjesy ⋅ Levente Klein ⋅ Theodore van Kessel ⋅ Maciel Zortea ⋅ Marcus Freitag ⋅ ILDAR KHABIBRAKHMANOV ⋅ Hendrik Hamann ⋅ Kamal Das
→ A Multimodal Deep Learning Framework for Locating Nomadic Pastoralists to Strengthen Public Health Outreach
Benjamin Liu ⋅ Stace Maples ⋅ Jessie Kong ⋅ Francesco Fava ⋅ Nathaniel Jensen ⋅ Philemon Chelanga ⋅ Sergio Charles ⋅ Theodore Utomo ⋅ Kevin Zhu ⋅ James Hassell ⋅ Lance Robinson ⋅ Luke Glowacki ⋅ Michele Barry ⋅ Hannah Wild
→ The Cloud-Based Geospatial Benchmark: Challenges and LLM Evaluation
Jeffrey Cardille ⋅ Renee Johnston ⋅ Simon Ilyushchenko ⋅ Johan Kartiwa ⋅ Zahra Shamsi ⋅ Matthew Abraham ⋅ Khashayar Azad ⋅ Kainath Ahmed ⋅ Emma Quick ⋅ Nuala Caughie ⋅ Noah Jencz ⋅ Karen Dyson ⋅ Andrea Nicolau ⋅ Maria Lopez-Ornelas ⋅ David Saah ⋅ Michael Brenner ⋅ Subhashini Venugopalan ⋅ Sameera Ponda
→ Smoothing Continual Segmentation Oscillations with Latent Domain PPCA Decoder
Marie-Ange Boum ⋅ Pierre Fournier ⋅ Dawa Derksen ⋅ Stéphane Herbin
→ Deploying geospatial foundation models in the real world
Christina Butsko ⋅ Gabriel Tseng ⋅ Kristof Van Tricht ⋅ Giorgia Milli ⋅ David Rolnick ⋅ Ruben Cartuyvels ⋅ Inbal Reshef ⋅ Zoltan Szantoi ⋅ Hannah Kerner
→ AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment
Vishal Nedungadi ⋅ Muhammad Akhtar Munir ⋅ Marc Rußwurm ⋅ Ron Sarafian ⋅ Ioannis N. Athanasiadis ⋅ Yinon Rudich ⋅ Fahad Khan ⋅ Salman Khan
→ Landsat-Bench: Datasets and Benchmarks for Landsat Foundation Models
Isaac Corley ⋅ Lakshay Sharma ⋅ Ruth Crasto
→ Galileo: Learning Global & Local Features of Many Remote Sensing Modalities
Gabriel Tseng ⋅ Anthony Fuller ⋅ Marlena Reil ⋅ Henry Herzog ⋅ Patrick Beukema ⋅ Favyen Bastani ⋅ James Green ⋅ Evan Shelhamer ⋅ Hannah Kerner ⋅ David Rolnick
→ Domain Adaptation for Onboard Cloud Segmentation in Thermal Earth Observation: Transfer Learning from Landsat to a CubeSat Constellation
Niklas Wölki ⋅ Lukas Kondmann ⋅ Christian Mollière ⋅ Martin Langer ⋅ Julia Gottfriedsen ⋅ Martin Werner
→ Where are the Whales: A Human-in-the-loop Detection Method for Identifying Whales in High-resolution Satellite Imagery
Caleb Robinson ⋅ Kimberly Goetz ⋅ Christin Khan ⋅ Meredith Sackett ⋅ Kathleen Leonard ⋅ Rahul Dodhia ⋅ Juan Lavista Ferres
→ Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data
Haozhe Si ⋅ Yuxuan Wan ⋅ Minh Do ⋅ Deepak Vasisht ⋅ Han Zhao ⋅ Hendrik Hamann
→ Optimizing Cloud-to-GPU Throughput for Deep Learning With Earth Observation Data
Akram Zaytar ⋅ Caleb Robinson ⋅ Girmaw Abebe Tadesse ⋅ Tammy Glazer ⋅ Gilles HACHEME ⋅ Anthony Ortiz ⋅ Rahul Dodhia ⋅ Juan Lavista Ferres
→ Resampling Augmentation for Time Series Contrastive Learning: Application to Remote Sensing
Antoine Saget ⋅ Baptiste Lafabregue ⋅ Antoine Cornuéjols ⋅ Pierre Gançarski
→ Enhancing Generative Seismic Modeling via Proposed Paired Dataset Construction Method
Jaehyuk Lee ⋅ Jaeheun Jung ⋅ Hanyoung Kim ⋅ ChangHae Jung ⋅ Donghun Lee
→ The Missing Piece: Standardising for AI-ready Earth Observation Datasets
Cesar Aybar ⋅ Julio Contreras ⋅ Chen Ma ⋅ Oscar Pellicer-Valero ⋅ Gonzalo Mateo-García ⋅ Luis Gómez-Chova ⋅ Gustau Camps-Valls ⋅ Nils Lehmann ⋅ Mikolaj Czerkawski ⋅ David Montero ⋅ Miguel Mahecha ⋅ Ingrid Aybar
→ High-Resolution LFMC Maps for Wildfire Risk From Multimodal Earth Observation Data
Patrick Johnson ⋅ Gabriel Tseng ⋅ Yawen Zhang ⋅ Heather Heward ⋅ Virginia Sjahli ⋅ Favyen Bastani ⋅ Joseph Redmon ⋅ Patrick Beukema
→ Shaping Fine-Tuning of Geospatial Foundation Models: Effects of Label Availability and Temporal Resolution
Giovanni Castiglioni ⋅ Nicolás Fernández ⋅ Cristian Calderon ⋅ Javiera Castillo Navarro ⋅ Sébastien Lefèvre ⋅ Valentin Barriere
→ GeoCrossBench: Cross-Band Generalization for Remote Sensing
Hakob Tamazyan ⋅ Ani Vanyan ⋅ Alvard Barseghyan ⋅ Anna Khosrovyan ⋅ Evan Shelhamer ⋅ Hrant Khachatrian
→ Less is More? Data Specialization for Self-Supervised Remote Sensing Models
Alvard Barseghyan ⋅ Ani Vanyan ⋅ Hakob Tamazyan ⋅ Evan Shelhamer ⋅ Hrant Khachatrian
→ Towards LLM Agents for Earth Observation
Chia Hsiang Kao ⋅ Wenting Zhao ⋅ Shreelekha Revankar ⋅ Samuel Speas ⋅ Snehal M Bhagat ⋅ Rajeev Datta ⋅ Cheng Perng Phoo ⋅ Utkarsh Mall ⋅ Carl Vondrick ⋅ Kavita Bala ⋅ Bharath Hariharan
3:00 PM
Coffee break
3:55 PM
Panel session
4:50 PM
Copernicus feedback
Mikolaj Czerkawski
5:00 PM
Closing remarks
Nicolas Audebert ⋅ Mikolaj Czerkawski