2 papers
cs.CV2025
DivShift: Exploring Domain-Specific Distribution Shifts in Large-Scale, Volunteer-Collected Biodiversity Datasets
Elena Sierra, Lauren E. Gillespie, Salim Soltani +2
Large-scale, volunteer-collected datasets of community-identified natural world imagery like iNaturalist have enabled marked performance gains for fine-grained visual classificatio…
cs.CV2024
Contrastive ground-level image and remote sensing pre-training improves representation learning for natural world imagery
Andy V. Huynh, Lauren E. Gillespie, Jael Lopez-Saucedo +3
Multimodal image-text contrastive learning has shown that joint representations can be learned across modalities. Here, we show how leveraging multiple views of image data with con…