Machine Heart
Jul 6, 2026 · Artificial Intelligence
How a Million‑Scale 159‑Category Dataset and Foundation Model Set New Standards for Remote‑Sensing Object Detection
The paper introduces LEVIRDet‑159, the largest unified remote‑sensing detection dataset with 159 categories and 2.5 M annotations, and its foundation model LEVIRDetNet, which achieves state‑of‑the‑art performance on nine external benchmarks after a single training run, demonstrating strong cross‑scene generalization.
LEVIRDetcross-benchmark evaluationfoundation model
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