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Volume 292: TerraBytes - Towards global datasets and models for Earth Observation, 19 July 2025, Vancouver, BC, Canada
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Editors: Nicolas Audebert, Hossein Azizpour, Valentin Barrière, Javiera Castillo Navarro, Mikolaj Czerkawski, Heng Fang, Alistair Francis, Valerio Marsocci, Andrea Nascetti, Ritu Yadav
Where are the Whales: A Human-in-the-loop Detection Method for Identifying Whales in High-resolution Satellite Imagery
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:1-12
Deploying Geospatial Foundation Models in the Real World: Lessons from WorldCereal
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:13-31
Resampling Augmentation for Time Series Contrastive Learning: Application to Remote Sensing
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:32-45
AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:46-62
The Cloud-Based Geospatial Benchmark: Challenges and LLM Evaluation
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:63-80
Shaping Fine-Tuning of Geospatial Foundation Models: Effects of Label Availability and Temporal Resolution
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:81-96
Optimizing Cloud-to-GPU Throughput for Deep Learning With Earth Observation Data
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:97-110
High-Resolution LFMC Maps for Wildfire Risk From Multimodal Earth Observation Data
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:111-123
Smoothing Continual Segmentation Oscillations with Latent Domain PPCA Decoder
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:124-140
Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level Pretrained Diffusion Features
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:141-165
Using Multiple Input Modalities can Improve Data-Efficiency and O.O.D. Generalization for ML with Satellite Imagery
; Proceedings of The TerraBytes {ICML} Workshop: Towards global datasets and models for Earth Observation, PMLR 292:166-188
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