How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models 事件

BREAKTHROUGH2026-06-03影响: HIGH

How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models arXiv:2601.22841v2 Announce Type: replace Abstract: Large-scale foundation models (FMs) in remote sensing (RS) (denoted as RS FMs) are developed following paradigms established in computer vision (CV), yet the validity of transferring CV scaling laws to RS has not been systematically examined. We hypothesize that RS FMs enter an overparameterized regime at substantially smaller scales than their CV c