3 papers
cs.CV2026
Subimage Overlap Prediction: Task-Aligned Self-Supervised Pretraining For Semantic Segmentation In Remote Sensing Imagery
Lakshay Sharma, Alex Marin
Self-supervised learning (SSL) methods have become a dominant paradigm for creating general purpose models whose capabilities can be transferred to downstream supervised learning t…
cs.CV2025
Landsat-Bench: Datasets and Benchmarks for Landsat Foundation Models
Isaac Corley, Lakshay Sharma, Ruth Crasto
The Landsat program offers over 50 years of globally consistent Earth imagery. However, the lack of benchmarks for this data constrains progress towards Landsat-based Geospatial Fo…
cs.AI2025
SuoiAI: Building a Dataset for Aquatic Invertebrates in Vietnam
Tue Vo, Lakshay Sharma, Tuan Dinh +5
Understanding and monitoring aquatic biodiversity is critical for ecological health and conservation efforts. This paper proposes SuoiAI, an end-to-end pipeline for building a data…