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Rangel Daroya

4 accepted papers

2026

RealBirdID: Benchmarking Bird Species Identification in the Era of MLLMs

CVPR 2026

Fine-grained bird species identification in the wild is frequently unanswerable from a single image: key cues may be non-visual (e.g. vocalization), or obscured due to occlusion, camera angle, or low resolution. Yet today's multimodal systems are typically judged on answerable, in-schema cases, enco

Cited by 0SourcecodeScholar
2026

RiverScope: High-Resolution River Masking Dataset

AAAI 2026technical

Surface water dynamics play a critical role in Earth’s climate system, influencing ecosystems, agriculture, disaster resilience, and sustainable development. Yet monitoring rivers and surface water at fine spatial and temporal scales remains challenging---especially for narrow or sediment-rich river

Cited by 0SourcePDFScholar
2025

WildSAT: Learning Satellite Image Representations from Wildlife Observations

ICCV 2025poster

Species distributions encode valuable ecological and environmental information, yet their potential for guiding representation learning in remote sensing remains underexplored. We introduce WildSAT, which pairs satellite images with millions of geo-tagged wildlife observations readily-available on c…

2024

Task2Box: Box Embeddings for Modeling Asymmetric Task Relationships

CVPR 2024highlight

Modeling and visualizing relationships between tasks or datasets is an important step towards solving various meta-tasks such as dataset discovery multi-tasking and transfer learning. However many relationships such as containment and transferability are naturally asymmetric and current approaches f…